Parityhealth-plan operations benchmark
Contested adjudication · ADJ-011 · hard

Birthday rule, then non-duplication

Written for Parity against a synthetic coordination-of-benefits rule set and certificate extract. Two steps, either of which sinks the answer: the birthday rule ignores birth year, and non-duplication is the less generous of the two calculation methods.

Field mean
91.7
across 28 models
Models scoring 100
25
of 28
Models scoring 0
2
of 28

What the model was given

Item context, placed in the system position after the shared preamble
COORDINATION OF BENEFITS RULES — BLUEBONNET COMMERCIAL PRODUCTS
Effective 2026-01-01.

ORDER OF BENEFITS. Apply these rules in order. The first rule that determines an
order settles it; do not continue to later rules.

  O1. Non-dependent / dependent. A plan that covers a person as an employee,
      member, subscriber, or retiree is primary to a plan that covers that same
      person as a dependent.
  O2. Dependent child, parents married or living together. The plan of the
      parent whose birthday falls EARLIER in the calendar year is primary. Only
      month and day are considered; the year of birth is not. If both parents
      have the same month and day of birth, the plan that has covered the parent
      LONGER is primary.
  O3. Dependent child, parents separated or divorced, with a court decree
      assigning responsibility for health coverage. The plan of the parent named
      in the decree is primary, regardless of birthdays.
  O4. Active employee / inactive. A plan covering a person as an active employee,
      or as that employee's dependent, is primary to a plan covering that person
      as a laid-off or retired employee, as that person's dependent, or under
      COBRA continuation.
  O5. Longer / shorter length of coverage. If none of the above determines an
      order, the plan that has covered the person longer is primary.

MEDICARE SECONDARY PAYER. Where the member is entitled to Medicare and is
covered by a group health plan by virtue of current employment status:
  M1. Employer has 20 or more employees — the group health plan is PRIMARY and
      Medicare is secondary. Age is not the deciding factor; current employment
      status and employer size are.
  M2. Employer has fewer than 20 employees — Medicare is primary.

CALCULATION AS SECONDARY PAYER. This plan's group contracts specify one of two
methods, and the method is stated on the request:

  STANDARD COORDINATION. The secondary plan pays the LESSER of:
      (a) what it would have paid had it been primary, and
      (b) the total allowable expense minus the amount the primary plan paid.
    Under standard coordination the member frequently owes nothing.

  NON-DUPLICATION. The secondary plan pays what it would have paid had it been
    primary, MINUS the amount the primary plan paid, and never less than zero.
    Where the primary plan paid at least as much as the secondary plan would
    have paid as primary, the secondary plan pays nothing and the member owes
    the balance.

In both methods the member's remaining responsibility is the allowed amount minus
the primary payment minus the secondary payment.
Prompt
A dependent child is covered under both parents' plans. The parents are married and living together.

  Mother: date of birth 1988-07-19. Covered by Plan M since 2019-01-01.
  Father: date of birth 1984-03-26. Covered by Plan F since 2014-01-01.

CLAIM
  Allowed amount ............................ 1,000.00
  The PRIMARY plan paid ..................... 700.00
  Had the SECONDARY plan been primary on this
    claim it would have paid ................ 800.00
  Calculation method under the secondary plan  NON-DUPLICATION

Required keys:
  "primary_plan"          string, exactly "M" or "F"
  "primary_rule"          string, the rule identifier from the document that decided it
  "secondary_payment"     number
  "member_responsibility" number
Gold answer and grader
json{
  "kind": "fields",
  "tolerance": 0.011,
  "fields": {
    "primary_plan": "F",
    "primary_rule": "O2",
    "secondary_payment": 100,
    "member_responsibility": 200
  }
}

Every model's answer

Sorted by score. Open a row for the response and, where the vendor exposes it, the reasoning behind it.

100Claude Fable 5.1 · Anthropic7.3s · 137 out | 4.2s · 157 out | 4.4s · 134 out
Attempt 1
Father birthday March 26 vs Mother July 19 → Father earlier → Plan F primary under O2. Non-duplication: 800 − 700 = 100. Member: 1000 − 700 − 100 = 200.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Birthday rule (O2): Mother 07-19, Father 03-26 → Father earlier → Plan F primary.

Non-duplication: secondary would have paid 800 − primary paid 700 = 100. Member responsibility: 1000 − 700 − 100 = 200.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
O2: father's birthday March 26 earlier than July 19 → Plan F primary. Non-duplication: 800 - 700 = 100. Member responsibility: 1000 - 700 - 100 = 200.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.7 Flash · Google5.5s · 628 out | 6.6s · 869 out | 7.3s · 694 out
Attempt 1
Reasoning · 570 tokens
**Determining Coordination of Benefits**

I'm currently focusing on Rule O2 to establish the coordination of benefits for a child covered by both parents' plans, given they are married and residing together. I'm reviewing the mother's DOB as part of this process.

**Calculating Secondary Payment**

I've determined that Plan F is primary under Rule O2. Now, I'm calculating the secondary payment and member responsibility for Plan M using the NON-DUPLICATION method. The secondary plan pays $100, leaving the member responsible for $200.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 811 tokens
**Determining Coordination Order**

I'm currently focusing on establishing the correct order of benefit adjudication. With both parents' plans in play for the child, understanding whose policy dictates primary coverage is key. I'm reviewing standard rules to ensure the most efficient and accurate benefit flow for this dependent.

**Establishing Primary Payer**

My focus has shifted to definitively identifying the primary insurance for the dependent. Based on the birthday rule, the father's plan is primary. I'm now calculating how the secondary plan will contribute, applying the non-duplication method.

**Calculating Secondary Payout**

I've confirmed the father's plan is primary and am now calculating the secondary plan's contribution. Under the "as primary" rule, the secondary would pay $100, leaving the member responsible for $200. I'm finalizing these figures for the report.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 636 tokens
**Determining Benefit Order**

I'm currently focused on establishing the order of benefits for a child insured under two parental plans. My next step is to apply the relevant rules, starting with O1, to ascertain which policy takes precedence.

**Applying Birthday Rule**

I've confirmed both parents cover the child as a dependent. Applying O2, the father's March 26th birthday precedes the mother's July 19th, making his plan primary. I've then calculated the secondary payment and member responsibility accordingly.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.5 · OpenAI2.5s · 170 out | 2.4s · 176 out | 3.5s · 175 out
Attempt 1
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 124 tokens
**Evaluating JSON requirements**

I’m figuring out how to format the answer in JSON for a situation involving a dependent child where the parents are married and living together. The father’s birthday is earlier in the year, so he’ll be the primary plan. The secondary plan will calculate what it owes based on the primary’s payments. Now, about formatting numbers, JSON doesn’t allow for enforcing trailing decimals, but 100.00 would still be fine for serialization. I'll ensure we output “100.00.”
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Sol · OpenAI5.3s · 109 out | 2.6s · 115 out | 2.1s · 104 out
Attempt 1
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 64 tokens
**Structuring JSON data**

I need to produce a JSON format for the data. First, I’ll note that the birthday for the father is March 26. For the financial calculations, I have a secondary payment that’s $800 minus a primary of $700, which gives me $100. Then, for a member with $1,000, I’d calculate $1,000 minus $700 minus $100, leaving me with $200. I also have to ensure that the numbers are represented in JSON with two decimal places, so $100.00 is valid.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.6 · xAI9.5s · 552 out | 8.2s · 507 out | 9.2s · 615 out
Attempt 1
Reasoning · 511 tokens
The problem is about coordination of benefits for a dependent child covered under both parents' plans. Parents are married and living together.
primary_plan: "F"
primary_rule: "O2"
secondary_payment: 100.00
member_responsibility: 200.
json{"primary_plan": "F", "primary_rule": "O2", "secondary_payment": 100.00, "member_responsibility": 200.00}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 466 tokens
The problem is about coordination of benefits for a dependent child covered under both parents' plans. Parents are married and living together.
json{"primary_plan": "F", "primary_rule": "O2", "secondary_payment": 100.00, "member_responsibility": 200.00}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 566 tokens
The problem is about coordination of benefits for a dependent child covered under both parents' plans. Parents are married and living together.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Grok 4.5 · xAI6.0s · 441 out | 6.1s · 453 out | 6.1s · 435 out
Attempt 1
Reasoning · 392 tokens
The problem is about coordination of benefits for a dependent child covered under both parents' plans. Parents are married and living together.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 412 tokens
The problem is about coordination of benefits for a dependent child covered under both parents' plans. Parents are married and living together.
primary_plan: "F"  
primary_rule: "O2"  
secondary_payment: 100.0  
member_responsibility: 0.
json{"primary_plan": "F", "primary_rule": "O2", "secondary_payment": 100.00, "member_responsibility": 200.00}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 394 tokens
The problem is about coordination of benefits for a dependent child covered under both parents' plans. Parents are married and living together.
json{"primary_plan": "F", "primary_rule": "O2", "secondary_payment": 100.00, "member_responsibility": 200.00}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3.1 Pro · Google9.1s · 785 out | 7.3s · 508 out | 8.1s · 687 out
Attempt 1
Reasoning · 727 tokens
**My Thought Process on Determining Benefit Coordination for a Dependent Child**

Alright, let's break down this benefit coordination scenario for the dependent child. I see we have two plans involved, Plan M and Plan F, covering this child. The parents are married and living together, which is a crucial piece of information for determining the order of benefits.

First, I need to establish who is covering the child. The text clearly states the child is a dependent on both parents, so Rule O1, concerning non-dependents versus dependents, isn't applicable here. We're squarely in the dependent child territory.

Now, the core of the matter lies in Rule O2: for dependent children whose parents are married or living together, the plan of the parent whose birthday falls *earlier* in the calendar year takes precedence. This means I need to compare the parents' birthdays precisely. The mother was born on July 19th, 1988, and the father on March 26th, 1984. Comparing the month and day, March 26th comes before July 19th. Therefore, the father's plan, Plan F, is designated as the primary plan. The rule identifier for this determination is O2.

With Plan F as primary, I need to figure out the payments. The primary plan, Plan F, paid $700.00. Now, for the secondary plan, Plan M, the calculation method is "NON-DUPLICATION." This means Plan M will pay what it *would have paid* if it were primary, but only up to the amount that the primary plan did not cover. If Plan M had been primary, it would have paid $800.00.

Applying the non-duplication rule: Plan M will pay the amount it would have paid ($800.00) minus the amount the primary plan (Plan F) actually paid ($700.00). So, the secondary plan's payment is $800.00 - $700.00 = $100.00. Crucially, this calculation can never result in a negative payment for the secondary plan.

Finally, I need to determine the member's responsibility. This is the total allowed amount for the service minus the sum of what the primary and secondary plans paid. The allowed amount is $1000.00. So, the member's responsibility is $1000.00 - ($700.00 from Plan F + $100.00 from Plan M) = $1000.00 - $800.00 = $200.00.

To double-check, I'm just re-running the logic: Secondary would have paid $800 if primary. Primary paid $700. So secondary picks up the difference: $800 - $700 = $100. Total paid by plans is $700 + $100 = $800. Allowed amount is $1000, so member responsibility is $1000 - $800 = $200. This confirms my calculations.

The required keys are:
*   "primary_plan": "F" (because the father's birthday is earlier in the year)
*   "primary_rule": "O2" (the rule used for dependent children of married/cohabiting parents)
*   "secondary_payment": 100.00 (as calculated by non-duplication)
*   "member_responsibility": 200.00 (the remaining balance)

Regarding the number format, I see the prompt specifies plain numbers with two decimal places and no currency symbol, which translates to JSON numbers. So, 100.00 and 200.00 are correct.

Therefore, the final JSON output should be:
```json
{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
```

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 450 tokens
**My Thought Process on Adjudicating This Claim**

Alright, let's break down how I arrived at the adjudication for this claim. My primary objective here is to determine the coordination of benefits between the two parent plans for their dependent child, and then calculate the member's ultimate responsibility.

First, I noted that the dependent child is covered under both parents' plans, and crucially, the parents are married and living together. This immediately signals that a coordination of benefits rule will be in play, and not simply a situation where one plan is primary by default.

I then looked at the individual parent details:
*   **Mother:** Born July 19, 1988. Covered by Plan M since January 1, 2019.
*   **Father:** Born March 26, 1984. Covered by Plan F since January 1, 2014.

Now, to determine the primary plan. I considered Rule O1, but that's for situations where the dependent child is covered by two *other* plans, which isn't the case here. My attention shifted to Rule O2. This rule specifically addresses dependent children and married or cohabiting parents. The governing principle here is the birthday that falls *earlier* in the calendar year.

Comparing the birthdays:
*   Mother: July 19 (07-19)
*   Father: March 26 (03-26)

Clearly, March 26th precedes July 19th within the calendar year. Therefore, the father's plan, Plan F, is designated as the primary plan. The rule I applied to reach this conclusion is "O2".

With the primary plan established, I moved on to calculating the payments.
The allowed amount for the claim was $1,000.00.
The primary plan, Plan F, paid $700.00.

Now, for the secondary plan, Plan M. The critical factor here is how the secondary plan pays when there's a primary plan already involved. I'm using the "NON-DUPLICATION" method. This means Plan M will pay what it *would have paid* if it were the primary plan, *minus* what the primary plan actually paid.

I determined that Plan M, acting as a primary, would have paid $800.00.
Applying the non-duplication rule:
*   Secondary plan payment = (Amount secondary would have paid if primary) - (Amount primary plan paid)
*   Secondary plan payment = $800.00 - $700.00 = $100.00.
Crucially, I ensure this calculation never results in a negative value, though that's not an issue in this specific instance.

Finally, I needed to determine the member's remaining responsibility. This is the original allowed amount minus what *both* plans have paid.
*   Member's responsibility = Allowed amount - Primary payment - Secondary payment
*   Member's responsibility = $1,000.00 - $700.00 - $100.00 = $200.00.

Therefore, the key pieces of information I've identified and confirmed for this adjudication are:
*   The primary plan is "F".
*   The rule that determined this is "O2".
*   The secondary plan's payment is $100.00.
*   The member's remaining financial responsibility is $200.00.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 630 tokens
**My Thought Process for Determining Coordination of Benefits**

Alright, so my core task here is to figure out how two insurance plans will cover a dependent child, specifically calculating which plan is primary, what the secondary plan will pay, and what the remaining member responsibility will be. I've been given information about the parents' marital status and their dates of birth, along with the details of the claim itself.

First, I need to establish the primary plan. The rules provided give me a clear hierarchy. Rule O1 deals with non-dependent versus dependent coverage. Since both parents are covering the child as a dependent, that rule doesn't help me distinguish between the plans, so I move on.

Rule O2 is the key here: it applies when the dependent child's parents are married or living together. In this scenario, the plan of the parent whose birthday falls *earlier in the calendar year* takes precedence. I have the mother's birthday (July 19, 1988) and the father's birthday (March 26, 1984). Comparing these, March 26 clearly comes before July 19. Therefore, the father's plan, which I'm designating as "Plan F," is the primary plan. I've noted that this decision is based on rule "O2".

Now that I've established the primary plan, I need to calculate the secondary payment. The claim details tell me the allowed amount is $1000.00, and the primary plan (Plan F) has paid $700.00. Crucially, I'm told that if the secondary plan had been primary, it would have paid $800.00. The calculation method specified for the secondary plan is "NON-DUPLICATION."

The non-duplication rule means the secondary plan will pay what it *would have paid if it were primary*, *minus* what the primary plan actually paid. It's important to note that this amount can't go below zero. So, the secondary plan would have paid $800.00, and the primary plan paid $700.00. Therefore, the secondary payment is $800.00 - $700.00 = $100.00.

Finally, I need to determine the member's remaining responsibility. This is simply the total allowed amount, minus what the primary plan paid, and minus what the secondary plan paid. So, $1000.00 (allowed amount) - $700.00 (primary payment) - $100.00 (secondary payment) equals $200.00.

I'm going to do a quick sanity check. The primary plan is F, based on rule O2. The secondary payment is $100.00, and the member responsibility is $200.00. I'm also double-checking the calculation logic. O2: father's birthday (March 26) is indeed earlier than mother's (July 19), confirming Plan F as primary. Secondary payment under non-duplication: secondary would pay $800 if primary, primary paid $700, so secondary pays $800 - $700 = $100. Member responsibility: $1000 (allowed) - $700 (primary) - $100 (secondary) = $200. The numbers align perfectly. I also ensure the output formats are correct, with two decimal places for the monetary values ($100.00 and $200.00). Everything appears to be in order.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 5 · Anthropic2.8s · 158 out | 2.7s · 150 out | 2.3s · 134 out
Attempt 1
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 3 Flash · Google8.6s · 820 out | 36.6s · 848 out | 7.7s · 850 out
Attempt 1
Reasoning · 762 tokens
**My Thought Process for Determining Benefit Coordination**

Alright, let's break down this claim and figure out how these two plans coordinate.

First off, I see we're dealing with a **dependent child**. This immediately flags that I need to look at how the parents' coverage interacts. The basic information provided confirms they are married and living together, which is a key factor for determining the primary and secondary plans.

I have the details for both parents:
*   The **Mother**, born in 1988 (specifically July 19th), has been covered since January 1st, 2019, under **Plan M**.
*   The **Father**, born in 1984 (March 26th), has been covered since January 1st, 2014, under **Plan F**.

The total **allowed amount** for this service is $1,000.00.
**Plan F** (the father's) paid $700.00 as the primary plan.
**Plan M** (the mother's) has a "primary-equivalent payment" of $800.00. This is what it *would* have paid if it were primary.

Now, the critical part is establishing the coordination order, and I'm using the **NON-DUPLICATION** method here.

I'm going through the rules to see which applies:
*   **O1: Non-dependent / dependent.** This doesn't apply here because both parents are covering the child as a dependent.
*   **O2: Dependent child, parents married or living together.** This is our relevant rule. The guideline states: "The plan of the parent whose birthday falls EARLIER in the calendar year is primary."

Let's compare the birthdays:
*   Mother's birthday: July 19th (07-19)
*   Father's birthday: March 26th (03-26)

March 26th clearly comes *before* July 19th in the calendar year. Therefore, my conclusion is that **Plan F is primary**, and **Plan M is secondary**. This aligns with the initial assessment of Plan F paying the primary amount. So, my identified `primary_plan` is "F" and the `primary_rule` used is "O2".

Next, I need to calculate the secondary payment based on the NON-DUPLICATION method. The definition is: "The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero."

The formula for this is: `secondary_payment = MAX(0, secondary_primary_equivalent - primary_payment)`

Let's plug in the numbers:
*   `secondary_primary_equivalent` (what Plan M would have paid if primary) = $800.00
*   `primary_payment` (what Plan F actually paid) = $700.00

So, `secondary_payment` = MAX(0, $800.00 - $700.00) = $100.00.
This means Plan M will pay $100.00.

Finally, I need to determine the member's responsibility. The formula is: `member_responsibility = allowed_amount - primary_payment - secondary_payment`

Plugging in our values:
*   `allowed_amount` = $1,000.00
*   `primary_payment` = $700.00
*   `secondary_payment` = $100.00

So, `member_responsibility` = $1,000.00 - $700.00 - $100.00 = $200.00.

To recap my findings, based on the NON-DUPLICATION method and the birthday rule (O2), Plan F is primary and Plan M is secondary. Plan M contributes an additional $100.00, leaving the member responsible for $200.00. The results seem consistent with the rules and calculations.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 790 tokens
**My Thought Process for Determining Benefits for a Dependent Child**

Alright, let's break down this claim for the dependent child. My primary goal here is to figure out which plan is primary, how the secondary plan coordinates, and ultimately, what the member's responsibility will be.

First, I'm looking at the member's status. It's a dependent child, and both parents are listed, married and living together. This immediately flags that I'll need to apply coordination of benefits rules based on the parents' plans.

I'm given the allowed amount, which is 1,000.00. Then I see what the primary plan has already paid: 700.00. This is a good starting point, but I need to confirm the primary plan designation.

Now, for determining the primary plan, I'm referencing rule O2. This rule specifically addresses dependent children where parents are married or living together. It states that the plan of the parent whose birthday falls *earlier* in the calendar year is primary. I'm only concerned with the month and day.

I've got the Mother's birthday: July 19th.
And the Father's birthday: March 26th.

Comparing these, March (03) comes before July (07). Therefore, the Father's plan, Plan F, is designated as the primary plan. Consequently, the Mother's plan, Plan M, will be the secondary plan. Rule O2 clearly dictates this outcome.

Next, I need to understand how the secondary plan (Plan M) will pay. The method specified is NON-DUPLICATION. This means Plan M will pay what it *would have paid if it were the primary plan*, minus what the *actual primary plan has already paid*. Critically, this payment cannot be less than zero.

So, I'm looking at Plan M's hypothetical payment if it were primary: 800.00.
And I know the primary plan (Plan F) has paid 700.00.

Applying the non-duplication formula: 800.00 (secondary hypothetical) - 700.00 (primary paid) = 100.00. This is greater than zero, so the secondary payment is 100.00.

With both primary and secondary payments determined, I can now calculate the member's responsibility. This is simply the allowed amount minus the payments from both plans.

Member's Responsibility = Allowed Amount - Primary Plan Paid - Secondary Plan Paid
Member's Responsibility = 1000.00 - 700.00 - 100.00
Member's Responsibility = 200.00.

To ensure accuracy, I'm doing a quick double-check:
*   Birthday rule (O2): March 26 is indeed earlier than July 19. Correct.
*   Non-duplication calculation: 800 (hypothetical) - 700 (actual primary) = 100. Correct.
*   Member responsibility: 1000 (allowed) - 700 (primary) - 100 (secondary) = 200. Correct.
*   Formatting: All numbers are in plain format with two decimal places as required.

Based on all this, I've confirmed:
*   The primary plan is "F".
*   The rule used for primary designation was "O2".
*   The secondary plan's payment is 100.00.
*   The member's responsibility is 200.00.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 792 tokens
**My Thought Process: Determining Primary/Secondary Coverage and Member Responsibility**

Alright, let's walk through this. My core task here is to figure out which of the two insurance plans, Plan M and Plan F, is primary for this dependent child and then calculate the secondary plan's payment using the "Non-Duplication" logic. After that, I need to determine how much the member (the patient or responsible party) ultimately has to pay out of their own pocket.

First, I've got the key players and their plans:
*   The child is a dependent of both the Mother and the Father.
*   The Mother has Plan M, active since January 1, 2019. Her DOB is July 19, 1988.
*   The Father has Plan F, active since January 1, 2014. His DOB is March 26, 1984.
*   Crucially, the parents are married and living together. This tells me the "Dependent Child, Parents Married or Living Together" rule will be the one to focus on.
*   The claim itself is for $1,000.00.
*   We know the primary plan already paid $700.00.
*   And we're told that if the *secondary* plan had been primary, it would have paid $800.00.

Now, for determining the primary plan. The rule that applies here, given the parents are married and living together, is Rule O2. This rule states that the plan of the parent whose birthday falls *earlier* in the calendar year is primary. The year of birth is irrelevant for this specific rule, only the month and day matter.

Let's compare the birthdays:
*   Mother: July 19 (07-19)
*   Father: March 26 (03-26)

Comparing these, March 26 comes before July 19 in the calendar year. Therefore, the Father's plan, Plan F, is the primary plan. This means Rule O2 is the primary rule applied. Plan M, consequently, becomes the secondary plan.

Next, I need to calculate the secondary plan's payment using the "Non-Duplication" method. The definition I have for this is: "The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero."

Let's plug in the numbers:
*   Secondary payment (if primary) = $800.00
*   Primary plan's actual payment = $700.00

The calculation is: $800.00 - $700.00 = $100.00.
Since $100.00 is not less than zero, this is the amount the secondary plan (Plan M) will pay.

Finally, I need to determine the member's remaining responsibility. The formula for this is: "the allowed amount minus the primary payment minus the secondary payment."

Using the figures:
*   Allowed Amount = $1,000.00
*   Primary Payment = $700.00
*   Secondary Payment = $100.00

The calculation is: $1,000.00 - $700.00 - $100.00 = $200.00.
So, the member's responsibility is $200.00.

To quickly recap and verify:
*   The primary plan is indeed Plan F, based on the Father's earlier birthday (March 26 vs July 19), applying Rule O2.
*   The Non-Duplication calculation for the secondary plan payment is correct: (Secondary as Primary $800) - (Primary Paid $700) = $100.
*   The member's responsibility calculation is also correct: (Allowed $1000) - (Primary $700) - (Secondary $100) = $200.

Everything aligns.

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Gemini 2.5 Pro · Google8.4s · 653 out | 9.8s · 793 out | 12.6s · 915 out
Attempt 1
Reasoning · 595 tokens
Alright, let's break down this claim. My primary objective is to nail down which plan takes precedence, then figure out what the secondary plan is on the hook for, and finally, determine what's left for the member to pay.

First off, I need to identify the **Primary Plan**. The situation here is a dependent child covered under both parents' plans. The key is that the parents are married and living together. This immediately points me to the 'COORDINATION OF BENEFITS RULES', specifically how to handle dependent children in this scenario.

*   I check **Rule O1 (Non-dependent / dependent)**, but that's not the correct fit since the child is a dependent on *both* plans.
*   Then I move to **Rule O2 (Dependent child, parents married or living together)**. This is the one. It clearly states that the plan of the parent whose birthday falls *earlier* in the calendar year is primary. Crucially, it's only about the month and day, not the year of birth.
    *   The Mother's birthday is July 19th.
    *   The Father's birthday is March 26th.
    *   March 26th comes before July 19th.
    *   Therefore, the Father's plan, Plan F, is designated as the **Primary Plan**. The rule used here is indeed O2.

Next, I need to **Calculate the Secondary Payment**. The secondary plan is, by default, the Mother's plan, Plan M. The coordination method to be applied here is "NON-DUPLICATION".

The "NON-DUPLICATION" rule dictates that the secondary plan will pay what it *would have paid if it were primary*, **minus** what the primary plan actually paid. Importantly, the secondary plan's payment can never be less than zero.

*   What Plan M would have paid if it were primary: $800.00
*   What Plan F (the primary plan) actually paid: $700.00

So, my calculation for the secondary payment is: $800.00 (Plan M as primary) - $700.00 (Plan F's payment) = $100.00.
Since $100.00 is not less than zero, the **Secondary Payment** is $100.00.

Finally, I'm going to **Calculate the Member Responsibility**. The rule for this is straightforward: it's the total allowed amount for the claim minus what the primary plan paid, and then minus what the secondary plan paid.

*   Allowed amount for the claim: $1000.00
*   Primary plan payment (Plan F): $700.00
*   Secondary plan payment (Plan M): $100.00

My calculation for the member's responsibility is: $1000.00 (Allowed Amount) - $700.00 (Primary Payment) - $100.00 (Secondary Payment) = $200.00.
Thus, the **Member Responsibility** is $200.00.

To sum up my findings for this claim:
*   The `primary_plan` is "F".
*   The `primary_rule` that determined this was "O2".
*   The `secondary_payment` from Plan M is 100.00.
*   The `member_responsibility` for this claim is 200.00.

I'm ready to construct the JSON output with these results.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 735 tokens
Alright, let's break down this claim for the dependent child. My primary objective here is to figure out which insurance plan takes the lead and then accurately calculate how the secondary plan contributes and what the member's out-of-pocket responsibility will be.

First off, the crucial step: **determining the primary plan**. I'm presented with information about the child's parents, noting they are married and living together. This immediately signals that I need to apply the Coordination of Benefits (COB) rules.

I'll run through the relevant COB rules in my mind:

*   **Rule O1 (Non-dependent / dependent):** This rule isn't directly applicable here because the claim is for a dependent child, and *both* plans are covering the child as a dependent. So, it doesn't help me differentiate.
*   **Rule O2 (Dependent child, parents married or living together):** This one feels like the key. It clearly states that when parents are married and living together, the plan of the parent whose birthday falls *earlier* in the calendar year takes precedence. I look at the details:
    *   Mother's birthday: July 19th.
    *   Father's birthday: March 26th.
    *   Comparing these, March 26th comes before July 19th in the year.
    *   Therefore, based on Rule O2, the Father's plan, which is Plan F, is the primary plan.
*   **Rule O3 (Dependent child, parents separated or divorced):** This doesn't apply since the parents are married and living together.
*   **Rule O4 (Active employee / inactive):** I don't have specific details on employment status, but honestly, Rule O2 has already provided a definitive answer, making this rule moot for this particular determination.
*   **Rule O5 (Longer / shorter length of coverage):** Similar to O4, Rule O2 has already settled the primary plan designation, so this rule doesn't need to be invoked.

So, it's confirmed: Plan F is the primary plan, and the reason is Rule O2.

Now, onto the **secondary plan's payment calculation**. The secondary plan is Plan M, and the method for calculating its contribution is "NON-DUPLICATION".

The "NON-DUPLICATION" rule is quite specific: the secondary plan will pay the amount it *would have paid if it were primary*, *minus* what the primary plan actually paid. Crucially, this payment can never be less than zero.

Let's plug in the numbers:

*   What Plan M (the secondary plan) *would have paid* if it were primary: 800.00.
*   What Plan F (the primary plan) *actually paid*: 700.00.

So, the calculation for the secondary payment is: 800.00 - 700.00.
This gives me a secondary payment of 100.00.
Since 100.00 is not less than zero, this is the correct amount.

Finally, I need to determine the **member's responsibility**. The rule for this is straightforward: it's the total allowed amount for the service, minus what the primary plan paid, and minus what the secondary plan paid.

Here are the figures:

*   Allowed amount for the claim: 1,000.00.
*   Primary payment (from Plan F): 700.00.
*   Secondary payment (from Plan M): 100.00.

The member's responsibility is calculated as: 1,000.00 - 700.00 - 100.00.
First, 1,000.00 - 700.00 = 300.00.
Then, 300.00 - 100.00 = 200.00.
So, the member's responsibility comes out to 200.00.

To summarize the outcomes of my thought process:

*   The primary plan is identified as "F", determined by rule "O2".
*   The secondary payment from Plan M is 100.00.
*   The member's remaining responsibility is 200.00.

I'll now package these results into the required JSON format.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 857 tokens
Okay, let's break down this claim from my perspective, as if I'm thinking it through step-by-step.

My core task here is to figure out which insurance plan takes precedence for this dependent child's claim and then calculate exactly what the secondary plan should pay, and importantly, what the member (the parent, in this case) is ultimately responsible for.

**First, I need to nail down the Primary Plan.**

The situation is that this child is a dependent on *both* parents' insurance plans. They're married and living together. This immediately tells me I need to refer to the "COORDINATION OF BENEFITS RULES" to resolve which plan is primary.

*   I'll scan through the rules. The first one, "O1. Non-dependent / dependent," isn't relevant here because the child *is* a dependent on both.
*   The next one, **"O2. Dependent child, parents married or living together,"** is precisely what I need. This rule is quite clear: "The plan of the parent whose birthday falls EARLIER in the calendar year is primary."
    *   I've got the mother's birthday: July 19th.
    *   And the father's birthday: March 26th.
    *   Comparing those dates, March 26th comes *before* July 19th in the calendar year.
    *   Therefore, the father's plan, which is Plan F, must be the primary plan.
*   I also note the important clarification within this rule: "Only month and day are considered; the year of birth is not." This confirms my approach was correct – I only looked at the month and day.
*   The rule also mentions a tie-breaker: "If both parents have the same month and day of birth, the plan that has covered the parent LONGER is primary." Thankfully, that's not needed here since the birthdays are different.
*   So, my conclusion for this step is definitive: Plan F is the primary plan, and the rule that got me here is O2.

**Now, I need to calculate the Secondary Payment and the Member Responsibility.**

With the primary plan identified, I can now proceed with the calculations.

*   **Primary Plan:** Plan F (as determined above)
*   **Secondary Plan:** Plan M
*   **The Coordination Method:** The problem specifies the method is **NON-DUPLICATION**. This is a critical piece of information.
*   **The Numbers:**
    *   The total **Allowed Amount** for the claim is $1000.00.
    *   The **Primary Plan (F) Paid** $700.00.
    *   If the **Secondary Plan (M) had been primary**, it would have paid $800.00.

The rule for **NON-DUPLICATION** dictates: "The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero."

*   Let's apply this:
    *   Secondary payment = (What secondary would have paid as primary) - (Primary payment)
    *   Secondary payment = $800.00 - $700.00
    *   Secondary payment = $100.00
*   This $100.00 is definitely not less than zero, so the secondary plan's payment is $100.00.

Next, I need to figure out the **Member's Responsibility**. The rule for this is consistent across methods: "In both methods the member's remaining responsibility is the allowed amount minus the primary payment minus the secondary payment."

*   Let's calculate that:
    *   Member responsibility = Allowed amount - Primary payment - Secondary payment
    *   Member responsibility = $1000.00 - $700.00 - $100.00
    *   Member responsibility = $200.00

*   **A quick sanity check:** I'll re-read the NON-DUPLICATION definition for any nuances. It says, "Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance."
    *   In our case, the primary plan paid $700.00, which is *less* than what the secondary plan would have paid ($800.00). So, that specific part of the rule doesn't apply. My calculation for the $100.00 secondary payment stands.

**So, to summarize my findings:**

*   The **primary plan** is Plan F.
*   The **rule used** to determine the primary plan was O2.
*   The **secondary payment** from Plan M is $100.00.
*   The **member's responsibility** is $200.00.

This all seems to line up perfectly with the provided rules and the given figures. I've identified the primary plan correctly based on the birthday rule and then applied the NON-DUPLICATION calculation method precisely, arriving at the secondary payment and the member's out-of-pocket amount. The formatting of the numbers is also as expected.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.2 · Z.ai5.0s · 215 out | 3.8s · 360 out | 3.5s · 244 out
Attempt 1
Reasoning · 165 tokens
Determine primary plan. Parents married/living together, dependent child. Rule O2 applies: parent whose birthday falls earlier in calendar year is primary. Mother birthday July 19, father March 26. March 26 is earlier. So father's plan F is primary. Rule O2 decided it (O1 doesn't apply since both cover as parents). So primary_plan = "F", primary_rule = "O2".

Secondary plan is M. Non-duplication: secondary pays what it would have paid as primary (800.00) minus primary paid (700.00) = 100.00, never less than zero. So secondary_payment = 100.00. Member responsibility = allowed amount 1000.00 - primary paid 700.00 - secondary payment 100.00 = 200.00.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 313 tokens
Let me work through this step by step.

First, I need to determine which plan is primary. The parents are married and living together, and this is a dependent child. So rule O2 applies: "Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary."

Mother's birthday: July 19 (month 07, day 19)
Father's birthday: March 26 (month 03, day 26)

Father's birthday falls earlier in the calendar year (March vs July). So Plan F is primary.

Wait, but I need to check the order of rules. O1 is "Non-dependent / dependent" - this doesn't apply because both parents cover the child as a dependent. O2 applies: "Dependent child, parents married or living together." Father's birthday (March 26) is earlier in the calendar year than Mother's birthday (July 19). So Plan F is primary.

Now, the primary plan paid 700.00. The secondary plan (Plan M) uses NON-DUPLICATION method.

Under non-duplication: "The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero."

Secondary payment = 800.00 - 700.00 = 100.00

Member responsibility = allowed amount - primary payment - secondary payment = 1000.00 - 700.00 - 100.00 = 200.00
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 198 tokens
We need answer JSON only. Need adjudicate coordination. We have dependent child under both parents' plans, parents married living together. Need determine primary under O2 birthday rule. Mother DOB 1988-07-19, father 1984-03-26. Only month/day considered. Father birthday March 26 earlier in calendar year than mother July 19. So father's plan primary. Rule O2. Primary plan F. Secondary plan M. Non-duplication: secondary pays what it would have paid as primary (800.00) MINUS primary paid (700.00), never less than zero. = 100.00. Member responsibility = allowed amount 1000 - primary 700 - secondary 100 = 200.00. Need exactly keys. primary_plan "F". primary_rule "O2". secondary_payment 100.00. member_responsibility 200.00. Need JSON fenced only. Ensure numbers plain with two decimals.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Opus 4.8 · Anthropic1.6s · 64 out | 1.5s · 64 out | 1.5s · 64 out
Attempt 1
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Sonnet 5 · Anthropic2.8s · 213 out | 3.3s · 188 out | 3.3s · 189 out
Attempt 1
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.7 Max · Alibaba10.1s · 521 out | 5.7s · 469 out | 6.5s · 510 out
Attempt 1
Reasoning · 462 tokens
Let me work through this step by step.

**Step 1: Determine the primary plan.**

The dependent child is covered under both parents' plans. The parents are married and living together.

Looking at the order of benefits rules:

- O1: Non-dependent / dependent — doesn't apply, both plans cover the child as a dependent.
- O2: Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day are considered.

Mother: DOB 1988-07-19 → month/day = 07-19
Father: DOB 1984-03-26 → month/day = 03-26

Father's birthday (March 26) is earlier in the calendar year than Mother's birthday (July 19).

So the Father's plan (Plan F) is primary.

Rule: O2

**Step 2: Calculate secondary payment.**

The secondary plan is Plan M.

Calculation method: NON-DUPLICATION

Under non-duplication:
The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero.

- What the secondary plan would have paid as primary: 800.00
- Amount the primary plan paid: 700.00

Secondary payment = 800.00 - 700.00 = 100.00

**Step 3: Calculate member responsibility.**

Member responsibility = allowed amount - primary payment - secondary payment
= 1000.00 - 700.00 - 100.00
= 200.00

Let me double-check:
- Allowed amount: 1000.00
- Primary paid: 700.00
- Secondary paid: 100.00
- Total paid: 800.00
- Member responsibility: 200.00

That checks out.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 410 tokens
Let me work through this step by step.

**Step 1: Determine which plan is primary.**

The dependent child is covered under both parents' plans. The parents are married and living together.

Rule O2 applies: "Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day are considered; the year of birth is not."

- Mother: DOB 1988-07-19 → month/day = July 19
- Father: DOB 1984-03-26 → month/day = March 26

March 26 is earlier in the calendar year than July 19. So the Father's plan (Plan F) is primary.

**Step 2: Calculate secondary payment.**

The secondary plan is Plan M.

Calculation method: NON-DUPLICATION.

Under non-duplication: "The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero."

- What the secondary plan would have paid as primary: 800.00
- Amount the primary plan paid: 700.00

Secondary payment = 800.00 - 700.00 = 100.00

**Step 3: Calculate member responsibility.**

"In both methods the member's remaining responsibility is the allowed amount minus the primary payment minus the secondary payment."

Member responsibility = 1000.00 - 700.00 - 100.00 = 200.00

**Summary:**
- primary_plan: "F"
- primary_rule: "O2"
- secondary_payment: 100.00
- member_responsibility: 200.00
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 451 tokens
Let me work through this step by step.

**Step 1: Determine which plan is primary.**

The dependent child is covered under both parents' plans. The parents are married and living together.

Looking at the order of benefits rules:
- O1: Non-dependent / dependent — not applicable here, both plans cover the child as a dependent.
- O2: Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day are considered.

Mother: DOB 1988-07-19 → month/day = 07-19
Father: DOB 1984-03-26 → month/day = 03-26

March 26 is earlier in the calendar year than July 19. So the father's plan (Plan F) is primary.

Rule: O2

**Step 2: Calculate secondary plan payment using NON-DUPLICATION method.**

The secondary plan is Plan M.

Non-duplication method: The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero.

- What the secondary plan would have paid as primary: 800.00
- Amount the primary plan paid: 700.00

Secondary payment = 800.00 - 700.00 = 100.00

Since 100.00 > 0, the secondary plan pays 100.00.

**Step 3: Calculate member responsibility.**

Member responsibility = allowed amount - primary payment - secondary payment
= 1000.00 - 700.00 - 100.00
= 200.00

Let me verify:
- primary_plan: "F"
- primary_rule: "O2"
- secondary_payment: 100.00
- member_responsibility: 200.00
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 · Z.ai3.1s · 440 out | 1.4s · 117 out | 2.3s · 440 out
Attempt 1
Reasoning · 399 tokens
This is a coordination of benefits question for a dependent child whose parents are married and living together.

Rule O2 applies: Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day considered.

Mother: 1988-07-19 → month/day 07-19.
Father: 1984-03-26 → month/day 03-26.

Father's birthday (March 26) falls earlier in the calendar year than mother's (July 19). So Plan F is primary.

Wait — but we need to check order of rules first. O1: non-dependent/dependent. Both parents cover the child as a dependent; the child is covered as a dependent under both plans. O1 concerns a person covered as employee vs dependent — the child is a dependent under both, so O1 doesn't determine an order here (it's about the same person covered differently; here the child is a dependent under both plans). So O1 doesn't settle it. O2 applies: parents married and living together. Father's birthday earlier (03-26 vs 07-19). So Plan F is primary, decided by O2.

Secondary is Plan M. Calculation method under the secondary plan (Plan M): NON-DUPLICATION.

Non-duplication: secondary pays what it would have paid had it been primary (800.00) MINUS the amount the primary plan paid (700.00), never less than zero.

800.00 - 700.00 = 100.00.

Member responsibility = allowed amount minus primary payment minus secondary payment = 1000.00 - 700.00 - 100.00 = 200.00.

So:
- primary_plan: "F"
- primary_rule: "O2"
- secondary_payment: 100.00
- member_responsibility: 200.00
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 71 tokens
O2: father's birthday March 26 earlier than mother's July 19 → Father's plan primary. Rule O2.

Secondary (Plan M) non-duplication: would have paid 800 minus primary paid 700 = 100.00.

Member responsibility: allowed 1000 - 700 - 100 = 200.00.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 393 tokens
This is a birthday rule case (O2). Parents married and living together, dependent child.

Mother DOB: 1988-07-19 (month/day: July 19)
Father DOB: 1984-03-26 (month/day: March 26)

Only month and day considered. Father's birthday March 26 falls earlier in the calendar year than mother's July 19. So Plan F is primary.

Primary rule: O2.

Non-duplication method: secondary pays what it would have paid had it been primary (800.00) MINUS the amount the primary paid (700.00), never less than zero. So secondary payment = 800.00 - 700.00 = 100.00.

Member responsibility = allowed amount minus primary payment minus secondary payment = 1000.00 - 700.00 - 100.00 = 200.00.

Wait, but under non-duplication, "Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance." Here primary paid 700, which is less than 800, so secondary pays 100.

Member responsibility = 1000.00 - 700.00 - 100.00 = 200.00.

Check: member_responsibility plus plan_paid... this item doesn't ask for plan_paid, so that constraint doesn't apply here. The question asks for secondary_payment and member_responsibility.

Actually, let me reconsider the task family rule: "member_responsibility plus plan_paid equals the allowed amount of the claim being reported, on every item that asks for both." This item doesn't ask for plan_paid, so no issue.

Answers:
- primary_plan: "F"
- primary_rule: "O2"
- secondary_payment: 100.00
- member_responsibility: 200.00
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Max · Alibaba12.5s · 335 out | 10.8s · 522 out | 9.7s · 392 out
Attempt 1
Reasoning · 276 tokens
We need answer JSON only. Need solve.

We have dependent child covered both parents, married living together. Order O2: plan of parent whose birthday falls earlier in calendar year primary. Only month/day considered, year not. Mother DOB 1988-07-19 -> July 19. Father DOB 1984-03-26 -> March 26. Earlier in calendar year is father March 26. So Plan F primary. primary_rule "O2". If same birthday then longer coverage, not relevant.

Given primary paid 700. Secondary non-duplication: secondary pays what it would have paid as primary (800) minus primary paid (700), never less than zero = 100. Allowed amount 1000. Member responsibility = allowed - primary payment - secondary payment = 1000 - 700 - 100 = 200. Need numbers two decimals maybe as number 100.00? JSON numbers can be 100.00? In JSON can have decimal. Need exact two decimals? output as number maybe 100.00 valid. member 200.00.

Ensure no extra keys. Fenced JSON only.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 463 tokens
We need answer JSON. Need solve.

Task: dependent child covered under both parents' plans, parents married and living together. Mother DOB 1988-07-19, Plan M since 2019-01-01. Father DOB 1984-03-26, Plan F since 2014-01-01. Claim allowed 1000, primary paid 700, secondary would have paid 800 if primary. Method NON-DUPLICATION.

Need determine primary_plan using COB rules. Rule O2: Dependent child, parents married or living together. Plan of parent whose birthday falls EARLIER in calendar year is primary. Only month and day considered; year not. If same month/day, plan covered parent longer. Mother birthday July 19 (07-19), father March 26 (03-26). Earlier in calendar year: father March 26. So primary plan F. primary_rule O2. Secondary is M.

Secondary payment under non-duplication: secondary pays what it would have paid as primary minus amount primary paid, never less than zero. Would have paid 800, primary paid 700 => 100. Member responsibility: allowed minus primary payment minus secondary payment = 1000 - 700 - 100 = 200. Need numbers two decimals? JSON numbers can be 100.0? Usually numeric plain maybe output 100.0? They request number. We can output 100.0? JSON numbers with decimal. Requirement says money report plain two decimal places no symbol. In JSON maybe number 100.0 is valid. Could use 100.00 but JSON parsers accept? 100.00 valid. Need exact? We'll output 100.00 and 200.00. But JSON spec numbers can have decimals. Ensure no currency.

Need only fenced JSON. No extra keys. Ensure primary_plan string. primary_rule string exactly identifier. Could be "O2". Done.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 333 tokens
We need answer JSON only. Need solve. Need careful.

We have dependent child covered both parents, married living together. Rule O2: parent whose birthday falls earlier in calendar year primary, only month/day. Mother DOB 1988-07-19 => month/day July 19. Father 1984-03-26 => March 26. Earlier in calendar year: March 26 before July 19, so father's plan F primary. Rule O2. If same birthday then longer coverage, not needed. So primary_plan F, primary_rule O2.

Claim allowed 1000. Primary paid 700. Secondary would have paid if primary 800. Method NON-DUPLICATION. Secondary pays what it would have paid as primary minus primary paid, not less than zero: 800 - 700 = 100. Member responsibility = allowed - primary payment - secondary payment = 1000 - 700 - 100 = 200. Need numbers two decimal? JSON numbers can be 100.00? JSON doesn't preserve trailing zeros? It can be 100.0 valid but output maybe number. Required number. Could output 100.00? JSON number can have fraction. Use 100.00 and 200.00 maybe valid. But scoring mechanical maybe expects numeric. Use 100.00, 200.00. Ensure no extra keys.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Terra · OpenAI1.3s · 87 out | 1.5s · 66 out | 1.1s · 78 out
Attempt 1
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"primary_plan":"F","primary_rule":"O2","secondary_payment":100.00,"member_responsibility":200.00}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GLM-5.3 Flash · Z.ai4.8s · 380 out | 2.3s · 212 out | 9.3s · 392 out
Attempt 1
Reasoning · 327 tokens
The task: dependent child covered under both parents' plans, parents married and living together. Rule O2 applies: plan of parent whose birthday falls earlier in the calendar year is primary. Mother's birthday: 1988-07-19 (July 19). Father's: 1984-03-26 (March 26). March 26 is earlier in the calendar year than July 19. So Father's plan (Plan F) is primary. Rule O2.

Note: O1 doesn't apply since the child is a dependent under both. O2 settles it — the first rule that determines the order.

Secondary payment: non-duplication: secondary would have paid as primary (800.00) minus primary paid (700.00) = 100.00, not less than zero. So secondary_payment = 100.00.

Member responsibility: allowed amount minus primary payment minus secondary payment = 1000.00 - 700.00 - 100.00 = 200.00.

Check: secondary_payment + ... the contract says member_responsibility + plan_paid equals allowed amount — here the primary paid 700 and secondary paid 100, total plan paid 800, member owes 200. 700+100+200 = 1000. Good.

Output JSON with keys: primary_plan "F", primary_rule "O2", secondary_payment 100.00, member_responsibility 200.00.

The rule identifier: the document writes "O2. Dependent child, parents married or living together." So the identifier is "O2". Give it exactly as written: "O2".
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 165 tokens
The birthday rule (O2) applies: parents married/living together. Mother's birthday is July 19 (month 7, day 19); Father's birthday is March 26 (month 3, day 26). Earlier in calendar year: March 26 is earlier than July 19. So father's plan (F) is primary. Length of coverage doesn't matter — the first rule that settles it is O2.

Secondary is Plan M. Non-duplication: secondary pays what it would have paid as primary (800.00) minus primary paid (700.00) = 100.00, not less than zero. So secondary_payment = 100.00.

Member responsibility = allowed - primary - secondary = 1000 - 700 - 100 = 200.00.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 345 tokens
The task: dependent child covered under both parents' plans. Parents married and living together. Rule O2 applies: the plan of the parent whose birthday falls earlier in the calendar year is primary. Mother's birthday: July 19 (month/day 07-19). Father's birthday: March 26 (month/day 03-26). Father's birthday is earlier in the calendar year (March before July). So Plan F is primary.

Wait — check O1 first: non-dependent/dependent. Both parents cover the child as a dependent, so O1 doesn't settle it. O2 applies: parents married/living together → birthday rule. Father DOB 1984-03-26 (month/day 03-26) vs Mother 1988-07-19 (07-19). Earlier in calendar year: March 26 < July 19, so Father's plan (F) is primary.

primary_rule: "O2".

Secondary payment under non-duplication: what secondary would have paid as primary (800.00) minus primary paid (700.00) = 100.00. Never less than zero → 100.00.

Member responsibility: allowed amount minus primary payment minus secondary payment = 1000.00 - 700.00 - 100.00 = 200.00.

Check: member_responsibility 200.00. Also note: had secondary been primary it would have paid 800, meaning member would owe 200 as primary too; but non-duplication: 800 - 700 = 100 secondary payment; member owes 1000 - 700 - 100 = 200.

Output JSON with exactly the four keys.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Hunyuan 4 · Tencent65.8s · 4,166 out | 49.4s · 2,954 out | 53.1s · 3,064 out
Attempt 1
Reasoning · 4,118 tokens
We need answer JSON only. Need parse task carefully.

We have COB rules Bluebonnet Commercial Products effective 2026-01-01.

Order of benefits rules O1-O5, apply in order first rule that determines order settles it.

Scenario: dependent child covered under both parents' plans. Parents married and living together. Mother DOB 1988-07-19, covered by Plan M since 2019-01-01. Father DOB 1984-03-26, covered by Plan F since 2014-01-01.

We need primary_plan "M" or "F", primary_rule identifier exactly as document writes it. It says O1 Non-dependent / dependent... O2 Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day considered; year of birth not. If both parents have same month and day, plan that has covered parent LONGER is primary. O3 separated/divorced w/court decree. O4 active/inactive. O5 longer/shorter length.

Here dependent child, parents married/living together. O1? The plans cover the child as dependent under both parents; O1 about plan covering person as employee/member/subscriber/retiree is primary to plan covering same person as dependent. But the person is the child, dependent under both. O1 doesn't apply because neither plan covers child as employee/subscriber; both cover as dependent. So first rule that determines: O2. Under O2, parent whose birthday earlier in calendar year (month/day) is primary. Mother month/day 07-19 (July 19). Father month/day 03-26 (March 26). Earlier in calendar year: March vs July, March is earlier. So father's plan F is primary. Wait check: birthdays: Father 1984-03-26, month/day March 26; Mother July 19. March 26 is earlier than July 19. So father's plan F primary. Good.

Need primary_rule identifier exactly as document writes it. The document lists:

  O1. Non-dependent / dependent. ...
  O2. Dependent child, parents married or living together. ...
  O3. ...
  O4. ...
  O5. ...

Rule identifier from document: "O2" or maybe "O2. Dependent child, parents married or living together."? The task says: "primary_rule" string, the rule identifier from the document that decided it. In family rules: "Where an item asks which rule decided something, give the identifier exactly as the document writes it, and give the FIRST rule that settles the question." The document writes "O2. Dependent child, parents married or living together." Is the identifier "O2"? Let's inspect. They say "give the identifier exactly as the document writes it". In prior descriptions, rule identifiers are like "O1", "O2", "M1", "M2", maybe "STANDARD COORDINATION"? Wait the COB rules have headers ORDER OF BENEFITS rules O1-O5. They are labeled "O1.", "O2.", etc. The instruction: "primary_rule string, the rule identifier from the document that decided it". The identifier is likely "O2". But could be "O2. Dependent child, parents married or living together."? Let's parse "the rule identifier exactly as the document writes it". In task family description: "Where an item asks which rule decided something, give the identifier exactly as the document writes it". In sample maybe rules have identifiers like "O1", "M1"? The document uses "O1.", "O2.", etc. The identifier is the string before period? Or the whole line? They say "rule identifier" not "rule text". For Medicare: "M1. Employer has 20 or more employees — the group health plan is PRIMARY and Medicare is secondary..." The identifier is "M1". For COB: "O1.", "O2.". So "O2" likely. But let's consider if "O2. Dependent child, parents married or living together." is considered identifier? It says "O2. Dependent child, parents married or living together. The plan...". The title includes "O2." then description. The identifier is "O2". They ask "the rule identifier from the document that decided it". Since they also say "give the FIRST rule that settles the question. A rule further down the list that would have reached the same answer is not the rule that decided it." That implies identifiers are O1, O2, etc.

Thus primary_plan = "F". primary_rule = "O2".

Now calculation. Allowed amount = 1000.00. Primary plan paid = 700.00. Had secondary plan been primary on this claim it would have paid = 800.00. Calculation method under secondary plan: NON-DUPLICATION.

From COB rules:

NON-DUPLICATION. The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero.
Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance.

In both methods the member's remaining responsibility is the allowed amount minus the primary payment minus the secondary payment.

Let's compute secondary payment: would-have-paid-as-primary = 800.00. Primary paid = 700.00. Secondary pays 800 - 700 = 100.00, never less than zero. Primary paid 700 < 800, so pays 100.00.

Member responsibility = allowed amount - primary payment - secondary payment = 1000.00 - 700.00 - 100.00 = 200.00.

Check standard? No non-duplication. It says member's remaining responsibility = allowed - primary - secondary. That's 200.00. Also note "Under standard coordination the member frequently owes nothing." Non-duplication: member owes balance when primary paid at least as much. Here primary paid 700, secondary would have paid 800, so secondary pays 100, member owes 200. That matches allowed 1000 - 700 - 100 = 200. Wait let's reason with cost sharing: If secondary been primary, it would have paid 800. That implies member responsibility as primary would be 200 (allowed 1000 - 800). Non-duplication secondary pays the difference between what it would have paid and what primary paid: 800 - 700 = 100, so total paid by plans = 800, leaving member 200. Yes consistent.

Need output JSON with keys: primary_plan, primary_rule, secondary_payment, member_responsibility. Numbers plain two decimals. Use JSON numbers probably 100.00? In JSON, number 100.00 is same as 100, but they ask plain number with two decimal places? The output contract says report every dollar amount as plain number with two decimal places and no currency symbol. In JSON, if we write 100.00, many serializers preserve? Actually JSON number 100.00 is parsed as 100 (number). The grader likely compares numerically, maybe string? They said "Report every dollar amount as a plain number with two decimal places and no currency symbol... 1234.50, not $1,234.50". In JSON code block, we can write 100.00 and 200.00. JSON allows 100.00 as number literal? Yes JSON grammar allows fraction .00. It's a valid number. So use 100.00 and 200.00. Allowed amount etc all two decimals.

Double-check no family accumulator etc? The task only asks these four keys. No accumulator details. But it's the Contested Adjudication family, but this particular item is COB, no accumulators. The rules for whole family mention adjudicate claims order, accumulators, etc. But this item doesn't ask accumulators. We only output required keys.

Need to be careful about primary plan and secondary plan: Plan F is father's plan (primary). Plan M is mother's plan (secondary). The secondary plan's calculation method is NON-DUPLICATION. The "had the secondary plan been primary on this claim it would have paid 800.00". That is for Plan M as primary? Wait secondary plan is the one that is not primary. Since Plan F is primary, Plan M is secondary. The "had the secondary plan been primary" means had Plan M been primary it would have paid 800.00. Yes.

Compute: Non-duplication: secondary plan pays (what it would have paid had it been primary) minus (amount primary plan paid), never less than zero. 800 - 700 = 100. Good.

Member responsibility: allowed 1000 - primary 700 - secondary 100 = 200. Yes.

Check if any coordination with Medicare? Not mentioned. No.

Check O2: The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day considered; year of birth not. Mother month/day 07-19; Father 03-26. March 26 is earlier. So father's plan F primary. If parents married/living together, O2 applies. O1 didn't. Good.

Potential nuance: The mother DOB 1988-07-19, father 1984-03-26. Earlier in calendar year: Ignore year, compare month-day. Father March 26 vs Mother July 19. March is earlier. Thus father's plan F primary.

Now produce exactly one fenced JSON code block and nothing else. No preamble/commentary. Ensure keys exactly:
"primary_plan": "F",
"primary_rule": "O2",
"secondary_payment": 100.00,
"member_responsibility": 200.00

Should primary_rule be "O2"? Let's inspect document text: "O2. Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day are considered; the year of birth is not. If both parents have the same month and day of birth, the plan that has covered the parent LONGER is primary." They might ask for "rule identifier" and the document writes "O2."? The identifier includes the period? The text: "O1. Non-dependent / dependent." The rule identifier could be "O1" or "O1.". It says "give the identifier exactly as the document writes it". The document writes "O2. Dependent child..." The identifier as written at start of rule is "O2." possibly? But they say "rule identifier", not "rule label including title". In the rules list, they are enumerated as "O1.", "O2.", "O3.", etc. The identifier is likely "O2". However, "exactly as the document writes it" maybe means don't write "Rule O2" or "O2 - Dependent child...", just "O2". Wait "the rule identifier from the document that decided it" not "the text of the rule". In other contexts, identifiers are like "O2" or "M1". The document labels them "O1.", with a period. Does the period count as part of identifier? Typically if they say "O1", they might expect "O1". Let's see examples from similar tasks? We don't have. Let's reason.

The COB rules:

ORDER OF BENEFITS. Apply these rules in order. The first rule that determines an order settles it; do not continue to later rules.

  O1. Non-dependent / dependent. A plan that covers a person as an employee,
      member, subscriber, or retiree is primary to a plan that covers that same
      person as a dependent.
  O2. Dependent child, parents married or living together. The plan of the
      parent whose birthday falls EARLIER in the calendar year is primary. Only
      month and day are considered; the year of birth is not. If both parents
      have the same month and day of birth, the plan that has covered the parent
      LONGER is primary.
  O3. Dependent child, parents separated or divorced, with a court decree
      assigning responsibility for health coverage. The plan of the parent named
      in the decree is primary, regardless of birthdays.
  O4. Active employee / inactive. A plan covering a person as an active employee,
      or as that employee's dependent, is primary to a plan covering that person
      as a laid-off or retired employee, as that person's dependent, or under
      COBRA continuation.
  O5. Longer / shorter length of coverage. If none of the above determines an
      order, the plan that has covered the person longer is primary.

MEDICARE SECONDARY PAYER. Where the member is entitled to Medicare and is
covered by a group health plan by virtue of current employment status:
  M1. Employer has 20 or more employees — the group health plan is PRIMARY and
      Medicare is secondary. Age is not the deciding factor; current employment
      status and employer size are.
  M2. Employer has fewer than 20 employees — Medicare is primary.

CALCULATION AS SECONDARY PAYER. This plan's group contracts specify one of two
methods, and the method is stated on the request:

  STANDARD COORDINATION. ...
  NON-DUPLICATION. ...

If asked for rule identifier from document, they might want "O2" (like M1, M2). They said "Where an item asks which rule decided something, give the identifier exactly as the document writes it". The document writes "O2."? Actually it writes "O2. Dependent child, parents married or living together." The identifier is "O2" and then a period and title. The period is punctuation after the identifier, not part. But "exactly as the document writes it" could mean if document writes "O2." with period, include period? However identifiers commonly don't include punctuation. Let's look at the wording: "O1. Non-dependent / dependent." In Markdown, the identifier is "O1." followed by a space and title. But if they ask identifier, they'd likely accept "O1" not "O1."? The instruction: "give the identifier exactly as the document writes it, and give the FIRST rule that settles the question. A rule further down the list that would have reached the same answer is not the rule that decided it." They emphasize "identifier" and "FIRST rule". So answer "O2" not the whole sentence. The phrase "exactly as the document writes it" refers to don't paraphrase like "Birthday rule" or "Dependent child married rule"; use the identifier O2, as the document writes "O2". Since the document writes the identifier as "O2" (the period is just a separator before the name). I'll output "O2".

But wait, maybe the identifier includes the title? Let's search memory: In similar Parity harness tasks, the expected answer for rule identifiers often is like "O2" or "M1". E.g., "primary_rule": "O2". The document lists rule identifiers "O1", "O2", "O3", "O4", "O5", "M1", "M2". Yes.

One more nuance: The rule O2 says "Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary." The father's birthday March 26 is earlier than mother's July 19. So Plan F (father) primary. Good.

Could O5 also lead to father? Father covered since 2014, mother since 2019, so father longer, also father primary. But O2 settles first, so primary_rule is O2, not O5. Good. This tests not citing later rule.

Now double-check arithmetic with non-duplication formula. Let's quote: "NON-DUPLICATION. The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero. Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance."

Secondary would-have-paid-primary = 800.00. Primary paid = 700.00. 800 - 700 = 100.00. Secondary payment = 100.00. Primary paid (700) is less than 800, so not the zero case.

Then member's remaining responsibility = allowed amount minus primary payment minus secondary payment = 1000 - 700 - 100 = 200.00. Yes.

Wait, is member responsibility maybe just the amount not paid by either plan? Allowed 1000, primary paid 700, secondary paid 100, total paid 800, remaining 200. This matches. The note "the member owes the balance" in zero-case means if secondary pays 0, member owes allowed - primary - 0. Here member owes 200. Good.

Let's ensure JSON validity and no trailing commas. Use code block:

```json
{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
```

Should numbers be quoted? It says number. Use unquoted numbers. JSON number with two decimals: 100.00 is valid. Some JSON generators output 100.0 or 100. We can write 100.00 exactly. It will be parsed as 100 but the text representation has two decimals. The grader likely does string match? It says parsing JSON block and compares fields against gold answer. If gold answer has number 100.00 maybe as float? If they compare numerically, 100.00 equals 100. But if they compare text, writing 100.00 matches. The output contract says report every dollar amount as a plain number with two decimal places. In JSON code block, writing 100.00 meets that. Do not write "100.00" (string). Good.

Check if "primary_plan" exactly "M" or "F". Father's plan is Plan F. We determined primary is father's plan F. So "F". Good.

Let's think if there is any twist: The mother is covered by Plan M since 2019-01-01, father by Plan F since 2014-01-01. O2 birthday rule: father's birthday earlier. So Plan F primary. The father's plan is primary. Wait, the plans are named Plan M (mother) and Plan F (father). Yes, father's plan is F. So primary_plan = "F". Good.

Now about O1: "A plan that covers a person as an employee, member, subscriber, or retiree is primary to a plan that covers that same person as a dependent." The child is covered as a dependent under both plans, not as employee/subscriber under either. Thus O1 doesn't determine. Good.

Now produce final answer only fenced JSON block.

Need ensure no other keys. Required keys: primary_plan, primary_rule, secondary_payment, member_responsibility. Don't add. Good.

Let's prepare final.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 2,904 tokens
We need answer JSON only. Let's parse task.

We have dependent child covered under both parents' plans. Parents married and living together. Coordination of benefits rules Bluebonnet commercial products effective 2026-01-01. Order of benefits rules apply in order. First rule that determines order settles.

Rules:
O1 Non-dependent/dependent: plan covering person as employee/member/subscriber/retiree primary to plan covering same person as dependent. Here dependent child covered under both parents' plans as dependent. Neither covers child as employee/member/subscriber/retiree? Wait both parents are subscribers under their own plans, but the child is covered as dependent under both. The rule O1 says: A plan that covers a person as an employee, member, subscriber, or retiree is primary to a plan that covers that same person as a dependent. The "person" is the dependent child. The plans cover the child as a dependent in both, not as employee/member/subscriber/retiree. So O1 doesn't apply.

O2 Dependent child, parents married or living together. Plan of parent whose birthday falls EARLIER in calendar year is primary. Only month and day considered. If both parents same month/day, plan that covered parent longer primary.

Mother DOB 1988-07-19 -> month/day 07-19. Father DOB 1984-03-26 -> month/day 03-26. Which is earlier in calendar year? Compare month/day: March (03) is earlier than July (07). So father's birthday (03-26) is earlier than mother's (07-19). Therefore Plan F (father's plan) is primary. Rule identifier: O2 (the document writes "O2. Dependent child, parents married or living together..."). Need primary_rule exactly as document writes identifier: It says "O1.", "O2.", "O3.", "O4.", "O5." So "O2" likely. Check task: "primary_rule" string, the rule identifier from the document that decided it. Document writes "O2. Dependent child, parents married or living together." Identifier is "O2". They ask give identifier exactly as document writes it. So "O2".

Now secondary plan is Plan M (mother's plan). Calculation method NON-DUPLICATION. Need secondary_payment and member_responsibility.

Allowed amount = 1000.00. Primary plan paid 700.00. Had secondary plan been primary on this claim it would have paid 800.00.

Under NON-DUPLICATION: "The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero. Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance." So secondary payment = max(0, secondary_as_primary_payment - primary_payment) = max(0, 800.00 - 700.00) = 100.00. Wait careful: "what it would have paid had it been primary, MINUS the amount the primary plan paid" = 800 - 700 = 100. Not less than zero. So secondary_payment = 100.00.

Then member responsibility: In both methods the member's remaining responsibility is the allowed amount minus the primary payment minus the secondary payment. Allowed 1000 - primary 700 - secondary 100 = 200.00. Let's verify: Under non-duplication, member owes the balance where primary paid less than secondary would have paid. The balance is allowed - primary - secondary = 200. Also check standard? Not relevant. Secondary pays 100, primary 700, total paid 800, allowed 1000, member 200. Does that match non-duplication description? "Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance." Here primary paid 700, secondary as primary would have paid 800, primary paid less, so secondary pays difference 100, member owes allowed - 700 - 100 = 200. That makes sense: If secondary had been primary, it would have paid 800, leaving member cost share 200 (assuming allowed 1000). Since primary actually paid 700, secondary chips in 100 to bring total payment to 800, member still owes 200. Good.

Need output JSON exactly keys: primary_plan, primary_rule, secondary_payment, member_responsibility. Values: primary_plan "F", primary_rule "O2", secondary_payment 100.00, member_responsibility 200.00. As numbers with two decimals. JSON numbers can be 100.00? JSON allows 100.00 as a number? Technically JSON number can have fraction .00, it's valid. They want plain number with two decimal places and no currency symbol. In JSON, 100.00 is a number? JSON grammar: number can be 100.00? Yes, it's a valid JSON number (int frac). It will be parsed as 100.0 but emitted as 100.00 in text is fine. We must output exactly one fenced JSON code block.

Let's double-check order of benefits rules: O1: non-dependent/dependent. The child is dependent under both. Not applicable. O2 applies. Need check: The rule says "Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary." Father's birthday March 26 vs Mother July 19. Earlier is father. Yes F primary.

But wait, in some COB rules, the "birthday rule" uses month/day, and for parents married/living together, the plan of the parent whose birthday falls earlier in the calendar year is primary. We used month/day ignoring year. Father month/day 03-26, Mother 07-19. March is earlier. So F.

Now primary_rule: The identifier is "O2". Should we include the period? Document writes "O2." with a period after identifier in the heading: "O2. Dependent child, parents married or living together." The identifier itself is "O2". The task says "give the identifier exactly as the document writes it". The document writes the rule identifier as "O1.", "O2.", etc? It says: 

ORDER OF BENEFITS. Apply these rules in order. The first rule that determines an order settles it; do not continue to later rules.

  O1. Non-dependent / dependent. ...
  O2. Dependent child, parents married or living together. ...
  O3. ...
  O4. ...
  O5. ...

The identifiers are "O1", "O2", etc with a period as list marker. Usually "the rule identifier from the document" means "O2". It says "give the identifier exactly as the document writes it". The document writes "O2."? Let's read: Each rule begins with "O1.", "O2." including a period. The identifier might be "O2". They wrote "O1.", "O2." as bullets. The instruction: "Where an item asks which rule decided something, give the identifier exactly as the document writes it, and give the FIRST rule that settles the question. A rule further down the list that would have reached the same answer is not the rule that decided it." In previous tasks (not given but from family description), they likely expect just "O2". Because the period is punctuation, not part of identifier. The document writes rules as "O1.", "O2.", etc. The identifier is the alphanumeric code "O2". I will output "O2". If they wanted "O2." they'd likely say rule number like "O2." including period? Let's check exact phrasing: "primary_rule" string, the rule identifier from the document that decided it. In COB rules, it lists "O1.", "O2." etc. The identifier is "O2". I'll use "O2".

Now secondary_payment = 100.00, member_responsibility = 200.00. Check member_responsibility plus plan_paid equals allowed amount of claim being reported, on every item that asks for both. Wait instruction: "member_responsibility plus plan_paid equals the allowed amount of the claim being reported, on every item that asks for both." Here we are not asked for plan_paid? We are asked for secondary_payment and member_responsibility. "Plan paid" in this claim includes primary payment + secondary payment? The family rules: "member_responsibility plus plan_paid equals the allowed amount of the claim being reported, on every item that asks for both." It says plan_paid (total plan paid?) Usually plan_paid is amount plan pays (primary+secondary?). But here we have secondary_payment key, not plan_paid. The required keys don't include plan_paid. But they ask member_responsibility and secondary_payment. Let's verify: Allowed 1000. Primary paid 700. Secondary payment 100. Member responsibility 200. Then total plan paid = 800. Member 200 + plan paid 800 = 1000 allowed. Yes.

Wait: The claim input says "The PRIMARY plan paid ..................... 700.00". So primary payment is 700. Secondary payment we computed 100. So total plan paid = 800. Member responsibility = 200. Good.

Let's ensure rounding: no rounding needed. Report as 100.00, 200.00. Allowed 1000.00 not required.

Now output format:

```json
{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
```

Need exactly one fenced JSON code block and nothing else. No preamble. Ensure no trailing commas. Use JSON null? Not needed. Numbers as 100.00 and 200.00. In JSON, 100.00 is okay. Some parsers keep as 100.0 but that's fine; the text has two decimals. The instruction: "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars"." So text in JSON: 100.00 and 200.00. Good.

Double-check if primary plan is father's plan F. Mother covered by Plan M since 2019-01-01. Father covered by Plan F since 2014-01-01. But O2 only uses birthday, not length of coverage, unless both parents have same month and day. They don't. So we don't need O5. Rule O2 decided.

Wait, consider O1 more carefully: A plan that covers a person as an employee, member, subscriber, or retiree is primary to a plan that covers that same person as a dependent. The child is covered as a dependent under Plan M (mother's plan) and Plan F (father's plan). But is the child covered under mother's plan as a dependent of the mother (employee/subscriber)? Yes. Under father's plan as dependent of father. Neither plan covers the child as an employee, member, subscriber, or retiree. So O1 doesn't apply. If we (incorrectly) considered the parent as the person? No, "same person" is the dependent child. So O1 no.

Then O2: Dependent child, parents married or living together. Yes parents married and living together. Plan of parent whose birthday earlier is primary. Father March 26 earlier than Mother July 19. So Plan F primary. Good.

Now non-duplication calculation: Secondary plan is Plan M. It would have paid 800 as primary. Primary paid 700. Non-duplication: pays 800 - 700 = 100. Since 100 > 0, secondary payment 100. Member responsibility = allowed 1000 - primary 700 - secondary 100 = 200.

Check if member responsibility is the balance: "the member owes the balance" in the case primary paid at least as much; but formula general: remaining responsibility = allowed - primary - secondary. Yes.

Let's also confirm: Under NON-DUPLICATION, "The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero." That is 800 - 700 = 100. Yes.

If it were standard coordination, secondary would pay lesser of (a) 800 and (b) 1000-700=300 => 300, member responsibility 0. But it's non-duplication, so secondary pays 100, member 200. Good.

All set. Need final answer exactly code block.

Wait, the instruction: "Reply with exactly one fenced JSON code block and nothing else. No preamble, no commentary before or after, no second code block." So final message:

```json
{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
```

Check key order? Usually order doesn't matter, but we can follow required keys: primary_plan, primary_rule, secondary_payment, member_responsibility.

One more nuance: "primary_plan string, exactly "M" or "F"" The plans are named Plan M (mother) and Plan F (father). So primary_plan should be "F". Yes.

Now produce final.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 3,014 tokens
We need answer JSON only. Need determine primary plan and rule per Bluebonnet COB rules. Dependent child covered under both parents' plans. Parents married and living together. Mother DOB 1988-07-19, covered Plan M since 2019-01-01. Father DOB 1984-03-26, covered Plan F since 2014-01-01.

Order of benefits rules apply in order O1 first. O1 Non-dependent/dependent: both plans cover child as dependent, so doesn't determine? The rule: A plan that covers a person as an employee/member/subscriber/retiree is primary to a plan that covers that same person as a dependent. Here both cover child as dependent. So O1 does not determine order (neither covers child as employee/member). Move to O2.

O2: Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day considered; year not. Mother: July 19 (07-19). Father: March 26 (03-26). Compare month/day: March 26 is earlier than July 19. So father's plan (Plan F) is primary. Wait, is O2 first that determines? Yes. Need "primary_rule" exactly identifier: "O2". Need ensure not O3 etc. Parents married living together, no divorce/court decree. O2 applies. There's no need birthday same. So primary_plan = "F". primary_rule = "O2".

Now claim calculation under secondary plan NON-DUPLICATION. Allowed amount 1000.00. Primary plan paid 700.00. Had secondary been primary it would have paid 800.00. Method: NON-DUPLICATION. The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero. So secondary payment = 800 - 700 = 100.00. Check: Where primary paid at least as much as secondary would have paid as primary, secondary pays nothing and member owes balance. Here primary paid 700, secondary would have paid 800, so primary paid less; secondary pays difference 100. Not less than zero. So secondary_payment = 100.00.

Member responsibility = allowed amount - primary payment - secondary payment = 1000 - 700 - 100 = 200.00. Wait check: Under non-duplication, member's remaining responsibility is allowed amount minus primary payment minus secondary payment. That is 200. But is there any cost share like deductible/coinsurance? The document says in both methods the member's remaining responsibility is the allowed amount minus the primary payment minus the secondary payment. So 200.00. But must consider member_responsibility plus plan_paid equals allowed amount of claim being reported? The task family rule: "member_responsibility plus plan_paid equals the allowed amount of the claim being reported, on every item that asks for both." It asks for secondary_payment and member_responsibility, not plan_paid. But we should ensure consistency: Allowed 1000. Primary paid 700. Secondary payment = 100. Total plan payments = 800? Wait primary plan is Plan F (primary) paid 700, secondary plan is Plan M? Actually primary_plan F, secondary is M (the other parent's plan). The secondary plan pays 100. Total payments by plans: primary 700 + secondary 100 = 800. Member responsibility = 200. Sum = 1000. Good. But note had secondary been primary it would have paid 800; primary paid 700; secondary pays 100; total paid 800, member owes 200. Wait secondary would have paid 800 if primary; but as secondary it only pays 100, leaving member with 200 responsibility. Under standard coordination, secondary would pay lesser of (800) and (1000-700=300) = 300, member owes 0. But method is non-duplication, so member owes 200. Good.

Now check the instruction: "Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder." Not relevant. "Adjudicate claims in order listed. Each claim updates accumulators..." not relevant. There is no accumulator information. No need.

Need output JSON code block with exactly keys: primary_plan (string exactly "M" or "F"), primary_rule (string, rule identifier from document that decided it), secondary_payment (number), member_responsibility (number). Use two decimal places? Numbers plain, two decimals. JSON number can be 100.00? In JSON, 100.00 is a number equal to 100, valid syntax? JSON allows 100.00 as a number. They said report every dollar amount as a plain number with two decimal places and no currency symbol. In JSON, writing 100.00 is okay. Need maybe 100.00 and 200.00. Grader likely parses as number and compares maybe to 100.0. Better emit 100.00 and 200.00. In JSON, 100.00 is accepted. Some strict JSON parsers keep as double 100.0. That's fine. Or should we write 100.00? yes. primary_plan value: "F". primary_rule: "O2". Wait ensure "primary_rule" exactly as document writes it: identifiers are "O1", "O2", "O3", "O4", "O5", "M1", "M2". The document says: "O2. Dependent child, parents married or living together..." So rule identifier is "O2". Good.

Double-check O1: Could one of the parents be covered as employee/member under their own plan and child as dependent. For COB, the "person" is the dependent child. The plan covers the child as a dependent in both. O1 compares a plan that covers a person as an employee etc vs as dependent. Since both plans cover child as dependent, O1 doesn't decide. Good.

Check birthday earlier in calendar year: Mother July 19; Father March 26. March is earlier month, so father earlier. Yes. Plan of father is Plan F. Father covered by Plan F since 2014-01-01. Mother Plan M since 2019-01-01. Under O2, if same month and day, longer coverage. Not needed.

Wait: The rule says "The plan of the parent whose birthday falls EARLIER in the calendar year is primary." Does that mean earlier in the calendar year relative to the other parent's birthday, using month/day only. Yes. Father 03-26 is earlier than 07-19. Plan F primary.

Now secondary plan is the other parent's plan: Plan M. The request says: "The PRIMARY plan paid 700. Had the SECONDARY plan been primary on this claim it would have paid 800." It doesn't name which plan is which in claim, but we determined primary F. The secondary is M. The calculation method under the secondary plan NON-DUPLICATION. The secondary plan pays what it would have paid as primary (800) minus primary paid (700) = 100. Yes.

Check member responsibility: allowed 1000 - 700 - 100 = 200. Wait: Under non-duplication, "the member owes the balance" where primary paid at least as much? Actually: "NON-DUPLICATION. The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero. Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance." It says member owes the balance. The balance is what? Allowed amount minus primary payment? Or allowed minus primary minus secondary? Since secondary pays zero, member owes allowed - primary = 1000 - 700 = 300? Wait careful. Let's parse: "Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance." Example: allowed 1000, primary paid 900, secondary would have paid 800 as primary. Primary paid >= secondary would have paid, so secondary pays 0. Member owes balance. What is "balance"? In both methods the member's remaining responsibility is the allowed amount minus the primary payment minus the secondary payment. So if secondary pays 0, member responsibility = 1000 - 900 - 0 = 100. But wait "balance" maybe means balance after primary? Let's test the sentence: The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero. If secondary would have paid 800, primary paid 900, then 800-900 = -100, never less than zero -> secondary pays 0. The member owes the balance. The balance of what? Under both methods, member's remaining responsibility is allowed amount minus primary payment minus secondary payment. That would be 1000 - 900 - 0 = 100. But is that called "balance"? Let's think: If primary paid 900, secondary would have paid 800. As secondary, non-duplication means it reduces its payment by primary's payment. If primary already paid more than secondary would have, secondary pays nothing. The member has already had 900 paid toward a 1000 allowed. If the member's responsibility under secondary as primary would have been 200 (since secondary would pay 800, member owes 200). Under primary, member maybe owed? Actually the member's responsibility under the secondary plan as primary would have been 200. But primary paid 900, so primary covered more than secondary would have. The member's responsibility after both plans? The formula says allowed - primary - secondary = 1000 - 900 - 0 = 100. That means member owes 100. That is less than the 200 they would have owed if secondary were primary. That seems plausible because primary paid more. But the phrase "member owes the balance" could mean the balance of the charge after the primary payment, i.e., 100? Yes, after primary paid 900, balance is 100. That matches formula. Wait if allowed 1000, primary paid 700, secondary would have paid 800. Secondary pays 100. Then total paid 800. Member responsibility 200. This equals allowed - total paid = 200. It also equals the member responsibility that would have applied had secondary been primary? If secondary primary, it would pay 800, member owes 200. Yes! Interesting: Under non-duplication when primary paid less than secondary would have paid, secondary pays difference (800-700=100) and total paid = 800, member owes 200, which is exactly what member would have owed if secondary were primary (200). When primary paid more than secondary would have paid, secondary pays 0, total paid = primary (say 900), member owes 100, which is less than the 200 they would have owed under secondary primary. The phrase "member owes the balance" meaning balance after primary (and zero secondary) = allowed - primary = 100. That matches formula. Good.

But wait: Our numbers: primary paid 700, secondary would have paid 800. Secondary pays 100. Total plan paid = 800. Member responsibility = 200. If secondary had been primary, member responsibility would have been 200 (allowed 1000 - 800). So under non-duplication, because primary paid less, member responsibility stays at 200? Yes, because secondary tops up to its would-be primary payment, making total benefits 800, member liable for the remaining 200. This is exactly what non-duplication does: it does not duplicate primary's payment; secondary reduces its payment by primary's payment, so combined payments equal secondary's would-be payment (if primary paid less). Combined payment = min(primary+secondary, secondary's would-be)? Let's derive: secondary payment = max(0, S_primary - P_paid). Combined = P_paid + max(0, S - P) = max(P, S). Wait if P=700, S=800, combined = 700 + 100 = 800 = S. If P=900, S=800, combined = 900 + 0 = 900 = P. So combined payment = greater of primary paid and secondary would-have-paid. Member responsibility = allowed - max(P, S). For our case max(700,800)=800, member 200. Yes.

Now verify output: JSON code block:

```json
{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
```

Need no other keys. Exactly one fenced JSON code block and nothing else. Ensure no preamble. In JSON, trailing zeros after decimal are okay. Some JSON serializers might output 100.0 but we write 100.00. That's fine.

Check if primary_rule should be "O2" or "O2."? The document writes "O2. Dependent child..." The identifier is "O2". They ask: "give the identifier exactly as the document writes it". The document writes rule as "O2."? Actually lines:

  O1. Non-dependent / dependent. A plan that covers...
  O2. Dependent child, parents married or living together. The plan...

The identifier before the period is "O2". The period is punctuation. So "O2". Good.

Check primary_plan string exactly "M" or "F". We choose "F". Good.

One more nuance: The mother has Plan M since 2019, father Plan F since 2014. The child is covered under both parents' plans. The rule O2 says plan of parent whose birthday earlier is primary. Father DOB 1984-03-26; mother 1988-07-19. Month/day: 03-26 earlier. Plan F. Yes.

Now final answer must be exactly a fenced JSON code block and nothing else. Use ```json ... ```. No commentary. Ensure no second block. Done.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Qwen3.8 Flash · Alibaba11.8s · 596 out | 3.8s · 367 out | 13.0s · 308 out
Attempt 1
Reasoning · 537 tokens
We need answer JSON only. Need solve coordination benefits. Need think carefully.

We have dependent child covered under both parents' plans. Parents married/living together. O1 non-dependent/dependent? It says A plan that covers a person as employee, member, subscriber, or retiree is primary to a plan covering same person as dependent. Here child is dependent under both plans? Parents each plan? O1 probably not applies because person being adjudicated is child? But text: A dependent child is covered under both parents' plans. The parents are married/living together. O2: Dependent child, parents married or living together. The plan of parent whose birthday falls earlier in calendar year is primary. Only month and day; year not considered. Mother DOB 1988-07-19 -> month/day 07-19. Father 1984-03-26 -> 03-26. Earlier in calendar year is March 26, so Plan F primary. Rule O2.

Claim allowed 1000. Primary plan paid 700. Had secondary been primary would have paid 800. Method NON-DUPLICATION. Non-duplication: secondary pays what it would have paid had it been primary, minus primary paid, never less than zero. So 800 - 700 = 100. member responsibility = allowed - primary payment - secondary payment = 1000 - 700 - 100 = 200. Need output numbers two decimals.

Check possible O1? If primary plan maybe F due to longer coverage? No O2 first? Need apply O1 first. Does O1 apply to dependent child? O1 says A plan that covers a person as employee etc primary to plan that covers that same person as dependent. Both plans cover child as dependent. So no. O3 divorced no. O4 active/inactive? Not given. O5 not because O2 decides. So primary_plan "F", primary_rule "O2".

Need ensure JSON block only. Required keys exactly. Numbers: 100.00, 200.00? JSON numbers cannot retain trailing zeros? They want number; can emit 100.0? But money plain number two decimals. In JSON, 100.00 valid? JSON permits number with decimal fraction; trailing zeros allowed. Emit 100.00, 200.00. Ensure no currency. final just fenced json.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 308 tokens
We need answer JSON only. Need solve. Task: dependent child under both parents' plans, married/living together. Rule O2: plan of parent whose birthday falls earlier in calendar year is primary. Mother 1988-07-19 => July 19. Father 1984-03-26 => March 26. Earlier calendar birthday: March 26, father. So primary_plan F. primary_rule O2.

Claim: allowed 1000. primary paid 700. secondary had been primary would have paid 800. method NON-DUPLICATION. Secondary plan pays what it would have paid as primary minus amount primary paid, never less than zero: 800 - 700 = 100. Member remaining responsibility allowed - primary payment - secondary payment = 1000 - 700 - 100 = 200. Need output exactly JSON block with required keys numbers two decimals? keys numbers. secondary_payment 100.00 member_responsibility 200.00. Ensure plain? In JSON number can be 100.0 or 100.00? JSON numbers may have trailing zeros? 100.00 is valid? Yes number with fractional. Could output 100.00, 200.00. Need no extra. final only fenced JSON.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 249 tokens
We need answer JSON only. Need solve. We must include analysis here. Need identify primary plan between dependent child's parents married living together. Rule O2: birthday earlier in calendar year primary. Mother 1988-07-19 month/day July 19. Father 1984-03-26 March 26. Father earlier, primary F, rule O2. Need secondary payment under NON-DUPLICATION: secondary pays what it would have paid as primary MINUS primary payment, never less than zero. It would have paid 800, primary paid 700, secondary = 100. member responsibility = allowed 1000 - primary 700 - secondary 100 = 200. Report plain numbers two decimals? JSON numbers can be 700.00? JSON doesn't preserve trailing zeros but should number; task says number. Could emit 100.00? In JSON 100.00 valid but may be rendered as 100? We need output exactly JSON block. Use numbers with decimals. primary_plan string "F". Need ensure no extra keys.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Kimi K2.6 · Moonshot32.5s · 1,071 out | 9.6s · 657 out | 43.9s · 1,423 out
Attempt 1
Reasoning · 1,024 tokens
We need to adjudicate coordination of benefits for a dependent child covered under both parents' plans. Parents are married and living together.

We have the Bluebonnet Commercial Products COB rules effective 2026-01-01.

ORDER OF BENEFITS. Apply these rules in order. The first rule that determines an order settles it; do not continue to later rules.

O1. Non-dependent / dependent. A plan that covers a person as an employee, member, subscriber, or retiree is primary to a plan that covers that same person as a dependent.

In this case, the child is a dependent under both plans. So O1 does not apply because both cover the child as a dependent. It says a plan covering as employee/member/subscriber/retiree is primary to one covering as dependent. Since both are dependent, O1 does not determine order.

O2. Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day are considered; the year of birth is not. If both parents have the same month and day of birth, the plan that has covered the parent LONGER is primary.

Mother: DOB 1988-07-19 => month/day = 07-19.
Father: DOB 1984-03-26 => month/day = 03-26.

Earlier in the calendar year: March 26 is earlier than July 19. So father's plan is primary. Father is covered by Plan F.

Thus primary plan is F. Primary rule is O2.

Now secondary plan is Plan M.

Calculation method under secondary plan: NON-DUPLICATION.

NON-DUPLICATION. The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero. Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance.

We have:
Allowed amount = 1000.00
Primary plan paid = 700.00
Had secondary been primary, it would have paid = 800.00

Secondary payment = max(0, 800.00 - 700.00) = 100.00.

Member responsibility = allowed amount - primary payment - secondary payment = 1000.00 - 700.00 - 100.00 = 200.00.

We need to check if there are any other considerations. The secondary plan is Plan M. The method is NON-DUPLICATION as stated.

We need to output JSON with exactly these keys:
"primary_plan" string exactly "M" or "F"
"primary_rule" string the rule identifier from the document that decided it
"secondary_payment" number
"member_responsibility" number

Values:
primary_plan: "F"
primary_rule: "O2"
secondary_payment: 100.00
member_responsibility: 200.00

Check formatting: plain number with two decimal places, no currency symbol. JSON numbers don't require quotes. So 100.00 and 200.00.

Double-check O1: The rule says "A plan that covers a person as an employee, member, subscriber, or retiree is primary to a plan that covers that same person as a dependent." Here the child is the person. Both plans cover the child as a dependent. So neither plan covers the child as an employee, member, subscriber, or retiree. So O1 does not apply.

O2 applies: Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Father's birthday is March 26, mother's is July 19. March is earlier. So Plan F is primary. Rule O2.

Check if there is any nuance about "covered by Plan M since 2019-01-01" and "covered by Plan F since 2014-01-01". Under O2, we only consider birthday. Only if same month and day do we go to length of coverage. So length is irrelevant.

Secondary payment: Non-duplication: what it would have paid as primary (800.00) minus primary paid (700.00) = 100.00. Not less than zero.

Member responsibility: Allowed amount (1000.00) minus primary payment (700.00) minus secondary payment (100.00) = 200.00.

All good.

One more check: The prompt says "A dependent child is covered under both parents' plans." So the child is the member. COB rules apply. Yes.

Thus final JSON:

```json
{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
```

Make sure there is no extra text outside the JSON block.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 653 tokens
 We need to adjudicate the order of benefits and then calculate secondary payment and member responsibility.

First, order of benefits: The child is a dependent covered under both parents' plans. Parents are married and living together. According to the COB rules:

Order of benefits rules in order:
O1. Non-dependent / dependent. Not applicable because the child is a dependent under both plans.
O2. Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day are considered; year of birth is not. If both parents have the same month and day of birth, the plan that has covered the parent LONGER is primary.

Mother's DOB: 1988-07-19 => month/day = 07-19.
Father's DOB: 1984-03-26 => month/day = 03-26.

Father's birthday (March 26) is earlier in the calendar year than mother's (July 19). So father's plan (Plan F) is primary.

Therefore primary_plan = "F".
primary_rule = "O2".

Now, secondary plan is Plan M.

Calculation method: NON-DUPLICATION.
Under non-duplication: secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero.

Secondary would have paid as primary: 800.00.
Primary paid: 700.00.
Secondary payment = 800.00 - 700.00 = 100.00. Since it's >= 0, secondary pays 100.00.

Member responsibility: allowed amount minus primary payment minus secondary payment = 1000.00 - 700.00 - 100.00 = 200.00.

Double-check: In non-duplication, member owes the balance if secondary would have paid less than primary? Let's read the text carefully:

"NON-DUPLICATION. The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero. Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance."

Here secondary would have paid 800 as primary, primary paid 700. So secondary pays 100. Member owes allowed - primary - secondary = 1000 - 700 - 100 = 200.

Is there any other nuance? The standard vs non-duplication methods: In standard, secondary pays lesser of (a) what it would have paid had it been primary, and (b) total allowable expense minus primary payment. Under standard, member frequently owes nothing. In non-duplication, it's primary subtraction. So our calculation is correct.

Thus:
primary_plan: "F"
primary_rule: "O2"
secondary_payment: 100.00
member_responsibility: 200.00

Return exactly one fenced JSON code block.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 1,376 tokens
We need to adjudicate a dependent child covered under both parents' plans. Parents are married and living together. Need to determine primary plan using COB rules from Bluebonnet Commercial Products.

Given:
- Mother: DOB 1988-07-19. Plan M since 2019-01-01.
- Father: DOB 1984-03-26. Plan F since 2014-01-01.
- Claim allowed amount: 1000.00
- Primary plan paid: 700.00 (this is the primary plan's payment; but wait, we need to first determine which plan is primary. The claim says "The PRIMARY plan paid 700.00". But we need to determine which is primary based on the rules. Actually the problem says "A dependent child is covered under both parents' plans. The parents are married and living together." Then it gives the claim details: Allowed amount 1000.00. The PRIMARY plan paid 700.00. Had the SECONDARY plan been primary on this claim it would have paid 800.00. Calculation method: NON-DUPLICATION.

We need to determine primary_plan (M or F), primary_rule (identifier), secondary_payment (number), member_responsibility (number).

First, determine primary plan.

Rules for order of benefits:
O1. Non-dependent / dependent.
O2. Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day considered; year not. If same month and day, plan that has covered parent LONGER is primary.
O3. Dependent child, parents separated or divorced, with court decree.
O4. Active employee / inactive.
O5. Longer / shorter length of coverage.

Since the child is a dependent under both parents, and parents are married and living together, O2 applies.

Mother's birthday: July 19 (07-19).
Father's birthday: March 26 (03-26).
Earlier in calendar year: Father (March is earlier than July). So Plan F is primary.

Thus primary_plan = "F".
primary_rule = "O2".

Now, secondary plan is Plan M.

Given:
- Allowed amount: 1000.00
- Primary plan paid: 700.00
- Had the secondary plan been primary, it would have paid: 800.00
- Calculation method: NON-DUPLICATION.

Non-duplication: The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero. Where the primary plan paid at least as much as the secondary plan would have paid as primary, the secondary plan pays nothing and the member owes the balance.

So secondary payment = max(0, secondary_would_have_paid - primary_paid) = max(0, 800.00 - 700.00) = 100.00.

Member responsibility = allowed amount - primary payment - secondary payment = 1000.00 - 700.00 - 100.00 = 200.00.

Check: Under non-duplication, secondary pays 100. Member owes 200. Does that match the description? The member's remaining responsibility is the allowed amount minus primary payment minus secondary payment. Yes.

Thus:
primary_plan: "F"
primary_rule: "O2"
secondary_payment: 100.00
member_responsibility: 200.00

Need to ensure formatting: numbers with two decimal places, plain. JSON keys exactly as required.

No other keys. Return exactly one fenced JSON block.

Double-check: Could O5 apply? No, because O2 settles it first. So primary_rule is O2.

Check if any Medicare rule applies? No, these are group health plans but no mention of Medicare entitlement or current employment status for the child. The child is dependent. The rules given are specific to Bluebonnet Commercial Products.

The claim says "The PRIMARY plan paid 700.00". Since we determined Plan F is primary, that means Plan F paid 700.00. Secondary (Plan M) would have paid 800.00 if primary. So secondary pays 800 - 700 = 100. Member owes 1000 - 700 - 100 = 200.

Everything seems correct.

Let's verify O2 text exactly: "O2. Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day are considered; the year of birth is not. If both parents have the same month and day of birth, the plan that has covered the parent LONGER is primary."

Father's month/day: 03-26. Mother's: 07-19. Earlier is 03-26. So Plan F is primary. Rule identifier "O2". Exactly as written.

Secondary payment calculation: Non-duplication formula: secondary pays what it would have paid had it been primary (800.00) MINUS the amount the primary plan paid (700.00), never less than zero. So 100.00.

Member responsibility: allowed amount (1000.00) minus primary (700.00) minus secondary (100.00) = 200.00.

All good.

Now produce JSON.

```json
{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
```

Make sure numbers are not strings. No currency symbol. Exactly two decimals.

Wait, JSON spec doesn't allow trailing zeros? Actually it does, numbers can be represented with decimal points. But some parsers might interpret 100.00 as 100. However the instructions say "Report every dollar amount as a plain number with two decimal places and no currency symbol". So we should write 100.00 and 200.00. In JSON, 100.00 is valid.

Return exactly one fenced JSON code block and nothing else.

One final check: The problem says "The PRIMARY plan paid 700.00". Since we are determining primary plan, we assume that the 700.00 is from the plan we identify as primary. The claim details are given as facts; we just need to compute based on them. There is no conflict.

Could there be a trick where the primary plan is determined by O2, but the "primary plan paid" in the claim refers to whichever plan was primary in reality? We are to determine which is primary based on the rules. The claim is presented with that data. Yes.

Thus answer is as above.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Pro · DeepSeek9.2s · 536 out | 2.6s · 49 out | 1.5s · 49 out
Attempt 1
Reasoning · 486 tokens
We need to determine which plan is primary for this dependent child under coordination of benefits rules. Parents are married and living together. Both plans cover the child. Rule O2: For dependent child with parents married or living together, the plan of the parent whose birthday falls earlier in the calendar year (month/day only) is primary. Mother's birthday: July 19 (07-19). Father's birthday: March 26 (03-26). March 26 is earlier than July 19, so father's plan is primary. Father is covered by Plan F. So primary plan is "F". The rule that decided it is O2. That's the first rule that applies (O1 doesn't apply because child is dependent on both, not a non-dependent/dependent situation; the child is a dependent on both, so O1 is about a person covered as employee vs dependent, not child. So O2 is first that fits). So primary_rule: "O2".

Now, the primary plan paid $700.00. The secondary plan (mother's plan M) uses non-duplication method. As secondary payer under non-duplication: it pays what it would have paid had it been primary, minus the amount the primary plan paid, not less than zero. It would have paid $800.00 if primary. Primary paid $700.00. So secondary payment = $800.00 - $700.00 = $100.00. That's >= 0, so that's the secondary payment.

Then member responsibility (the child's responsibility) is the allowed amount minus primary payment minus secondary payment. Allowed amount $1,000.00. Primary paid $700.00, secondary pays $100.00, so member responsibility = $1,000.00 - $700.00 - $100.00 = $200.00. That's consistent: the secondary plan's non-duplication method leaves the member with the difference between what secondary would have paid and what primary actually paid? Wait, the rule says: member's remaining responsibility is the allowed amount minus the primary payment minus the secondary payment. So that gives $200. So member_responsibility = 200.00.

Thus JSON keys: primary_plan: "F", primary_rule: "O2", secondary_payment: 100.00, member_responsibility: 200.00.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100GPT-5.6 Luna · OpenAI3.1s · 149 out | 2.1s · 133 out | 2.7s · 125 out
Attempt 1
json{"primary_plan":"F","primary_rule":"O2","secondary_payment":100.00,"member_responsibility":200.00}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
json{"primary_plan":"F","primary_rule":"O2","secondary_payment":100.00,"member_responsibility":200.00}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 87 tokens
**Clarifying birthday details**

I need to confirm the birthdays: my father on March 26 and my mother on July 19. I’m considering F as primary and O2 as secondary. The secondary maximum payout is calculated as the greater of (800 - 700) or 0, which is 100. With a member limit of 1000, the remaining balance after subtracting 700 and the secondary amount is 200. I’ll emit these values as valid JSON numbers, ensuring they’re in the correct format with two decimal places.
json{"primary_plan":"F","primary_rule":"O2","secondary_payment":100.00,"member_responsibility":200.00}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100DeepSeek V4 Flash · DeepSeek13.3s · 273 out | 19.2s · 392 out | 4.3s · 379 out
Attempt 1
Reasoning · 227 tokens
We need answer JSON. Need determine primary plan under COB rules. Parents married living together, dependent child covered under both parents' plans. Need apply order of benefits: O2 dependent child parents married: plan of parent whose birthday falls earlier in calendar year is primary. Only month/day, not year. Mother DOB 1988-07-19 (July 19). Father DOB 1984-03-26 (March 26). Earlier birthday in calendar year: March 26 (father) earlier than July 19. So father's Plan F primary. Rule O2. Secondary Plan M would have paid 800 if primary. Primary paid 700. Non-duplication: secondary pays what it would have paid primary MINUS primary paid, never less than zero = 800 - 700 = 100. Member responsibility = allowed 1000 - primary 700 - secondary 100 = 200. Need keys. primary_plan "F", primary_rule "O2", secondary_payment 100.00? number not string. member_responsibility 200.00. Need output JSON.
 {
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 342 tokens
We need to determine primary plan between M (mother) and F (father) based on rules. Parents are married and living together, so O2 applies: plan of parent whose birthday falls earlier in calendar year is primary. Mother DOB 1988-07-19, father 1984-03-26. Birthday only month/day: mother July 19, father March 26. Earlier in calendar year is March 26 (father) because March before July. So primary plan = F. Rule O2.

Secondary plan M. Claim allowed 1000, primary paid 700, secondary would have paid 800 if primary. Method NON-DUPLICATION: secondary pays max(0, what it would have paid as primary - primary paid) = 800 - 700 = 100. member responsibility = allowed - primary paid - secondary payment = 1000 - 700 - 100 = 200. Check: 700+100=800, 200 left. So secondary_payment=100.00, member_responsibility=200.00.

Need output JSON with keys exactly. primary_plan "F", primary_rule "O2". Numbers as numbers? They are number. Use 100.00? But JSON number can be 100.0 or 100. Typically 100.00. But contract says plain numbers with two decimals? It says numbers plain, two decimals. So 100.00 and 200.00. But in JSON, 100.00 is just number. We'll output 100.00? Actually JSON doesn't distinguish, but we can write 100.00? Yes.

I'll produce JSON.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 330 tokens
We need answer JSON. Need reason. Need output exactly fenced JSON block. Need determine primary plan under COB rules. Dependent child covered under both parents' plans, parents married living together. Order O1 non-dependent/dependent doesn't apply? Both parents plans cover child as dependent? The child dependent under both, no employee/subscriber self. O2 applies: dependent child, parents married or living together. Plan of parent whose birthday falls earlier in calendar year is primary. Only month/day. Mother DOB 1988-07-19 => July 19. Father 1984-03-26 => March 26. Earlier in calendar year is March 26 vs July 19: Father earlier. So Plan F primary. Need primary_rule O2. If same birthday length coverage irrelevant no. Plan M secondary, Plan F primary. Secondary payment NON-DUPLICATION: secondary pays what it would have paid had it been primary minus primary paid, never less than zero. Had secondary (Plan M) been primary would have paid 800. Primary plan paid 700. Secondary payment = 100.00 (800 - 700). Member responsibility = allowed amount 1000 - primary 700 - secondary 100 = 200. Need numbers plain decimals 200.00? "100.00" for secondary and member 200.00. Keys include primary_plan exactly "F", primary_rule "O2", secondary_payment number, member_responsibility number. Need maybe rule identifier "O2" not "O2. Dependent..." use exact as writes O2. Good. Final JSON.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
100Claude Haiku 4.5 · Anthropic12.6s · 676 out | 12.0s · 1,006 out | 14.3s · 585 out
Attempt 1
Reasoning · 619 tokens
Let me work through this step by step.

First, I need to determine which plan is PRIMARY and which is SECONDARY using the coordination of benefits rules provided.

The dependent child is covered under both parents' plans. The parents are married and living together.

Looking at the ORDER OF BENEFITS rules:
- O1 doesn't apply (both are covering as dependent, not as employee/member)
- O2 applies: "Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary."

Let me check the birthdates:
- Mother: 1988-07-19 (July 19)
- Father: 1984-03-26 (March 26)

Only month and day are considered (not the year). 
- Mother's birthday in calendar: July 19 (07-19)
- Father's birthday in calendar: March 26 (03-26)

March 26 comes EARLIER in the calendar year than July 19.

So the Father's plan (Plan F) is PRIMARY.
The Mother's plan (Plan M) is SECONDARY.

So:
- primary_plan: "F"
- primary_rule: "O2"

Now for the payment calculation under NON-DUPLICATION:

The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero.

Given information:
- Allowed amount: 1,000.00
- Primary plan (Plan F) paid: 700.00
- Secondary plan (Plan M) would have paid if primary: 800.00
- Calculation method: NON-DUPLICATION

Under NON-DUPLICATION:
Secondary payment = max(0, (what secondary would have paid as primary) - (what primary paid))
Secondary payment = max(0, 800.00 - 700.00)
Secondary payment = max(0, 100.00) = 100.00

Member responsibility = 1,000.00 - 700.00 - 100.00 = 200.00

Checking: 700.00 + 100.00 + 200.00 = 1,000.00 ✓, confirms consistency with the allowed amount.

Final values:
- primary_plan: "F"
- primary_rule: "O2"
- secondary_payment: 100.00
- member_responsibility: 200.00

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 948 tokens
Let me work through this step by step.

First, I need to determine which plan is primary using the COB rules.

**Step 1: Determine Primary Plan**

The child is a dependent covered under both parents' plans. The parents are married and living together. This means rule O2 applies:

O2. Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day are considered; the year of birth is not. If both parents have the same month and day of birth, the plan that has covered the parent LONGER is primary.

Mother's DOB: 1988-07-19 → birthday is July 19
Father's DOB: 1984-03-26 → birthday is March 26

Looking at month and day only (ignoring year):
- Mother: 07-19 (July 19)
- Father: 03-26 (March 26)

In calendar year, March 26 comes before July 19. So the father's birthday is earlier in the calendar year.

Therefore, Plan F (father's plan) is PRIMARY.

The rule that decided this is O2.

**Step 2: Calculate Secondary Payment**

The secondary plan is Plan M (mother's plan).

The secondary plan uses NON-DUPLICATION method.

Under NON-DUPLICATION:
- The secondary plan pays what it would have paid had it been primary, MINUS the amount the primary plan paid, and never less than zero.

Information given:
- Allowed amount: 1,000.00
- Primary plan (Plan F) paid: 700.00
- Had the secondary plan (Plan M) been primary, it would have paid: 800.00
- Calculation method: NON-DUPLICATION

Secondary payment = (What secondary would have paid as primary) - (What primary paid)
Secondary payment = 800.00 - 700.00 = 100.00, which is positive, so Plan M pays 100.00.

**Step 3: Calculate Member Responsibility**

Member responsibility = 1,000.00 - 700.00 - 100.00 = 200.00

Checking the math: 700 + 100 + 200 = 1,000, so it all balances out correctly.

For the primary plan determination, the birthday rule applies here - Father's birthday is March 26 and Mother's is July 19. Since March falls earlier in the calendar year than July, the father's plan (F) is primary per rule O2.

Final answer:
- primary_plan: F
- primary_rule: O2
- secondary_payment: 100.00
- member_responsibility: 200.00

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 528 tokens
Let me work through this step by step.

First, I need to determine which plan is primary using the coordination of benefits rules provided.

The dependent child is covered under both parents' plans. The parents are married and living together.

Let me look at the relevant rules:

O1. Non-dependent / dependent. Not applicable here - both are covering as dependents through the parents.

O2. Dependent child, parents married or living together. The plan of the parent whose birthday falls EARLIER in the calendar year is primary. Only month and day are considered; the year of birth is not. If both parents have the same month and day of birth, the plan that has covered the parent LONGER is primary.

This is the applicable rule since the parents are married and living together.

Mother: DOB 1988-07-19 (July 19)
Father: DOB 1984-03-26 (March 26)

Comparing just month and day:
- Father: March 26 (03-26)
- Mother: July 19 (07-19)

March comes before July in the calendar year, so the Father's birthday falls EARLIER in the calendar year.

Therefore, Plan F (Father's plan) is PRIMARY, and Plan M (Mother's plan) is SECONDARY.

Now I need to calculate the secondary payment using the NON-DUPLICATION method.

The NON-DUPLICATION formula is:
Secondary plan pays = what it would have paid as primary - what primary plan paid, but never less than zero.

Given:
- Allowed amount: 1,000.00
- Primary plan paid: 700.00
- Secondary plan would have paid as primary: 800.00
- Calculation method: NON-DUPLICATION

Secondary payment = 800.00 - 700.00 = 100.00

Member responsibility = Allowed amount - Primary payment - Secondary payment
= 1,000.00 - 700.00 - 100.00 = 200.00
Checking: 700.00 + 100.00 + 200.00 = 1,000.00, which matches the allowed amount.

Final answers:
- primary_plan: "F"
- primary_rule: "O2"
- secondary_payment: 100.00
- member_responsibility: 200.00

json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
67Kimi K3 · Moonshot6.8s · 161 out | 18.0s · 499 out | 12.3s · 363 out
Attempt 1
Reasoning · 106 tokens
Dependent child, parents married/living together → rule O2: birthday rule. Mother's birthday 07-19, father's 03-26. Earlier in calendar year: March 26 → Father's plan is primary. primary_plan = "F", primary_rule = "O2".

Secondary payment: non-duplication = secondary's would-have-paid-as-primary (800) minus primary paid (700) = 100.

Member responsibility = allowed 1000 - primary 700 - secondary 100 = 200.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 2
Reasoning · 251 tokens
The task: determine primary plan for a dependent child covered under both parents' plans, parents married and living together. Rule O2: birthday rule — the plan of the parent whose birthday falls earlier in the calendar year is primary. Mother born 07-19, father born 03-26. Father's birthday falls earlier (March 26 before July 19). So Plan F is primary. Rule O2.

Secondary calculation: NON-DUPLICATION. Secondary plan pays what it would have paid as primary (800.00) minus the amount the primary plan paid (700.00) = 100.00. Never less than zero.

Member responsibility = allowed amount - primary payment - secondary payment = 1000.00 - 700.00 - 100.00 = 200.00.

Under non-duplication, where primary paid at least as much as secondary would have, secondary pays nothing and member owes balance. Here primary paid 700, secondary would have paid 800, so secondary pays 100, member owes 200.

Answer:
- primary_plan: "F"
- primary_rule: "O2"
- secondary_payment: 100.00
- member_responsibility: 200.00
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}


**Reasoning**

- **Primary plan:** O1 does not apply — both plans cover the child as a dependent, so there is no non-dependent/dependent distinction. O2 applies because the child is a dependent of married parents living together: the plan of the parent whose birthday falls earlier in the calendar year is primary. Father's birthday (03-26) precedes Mother's (07-19), so Plan F is primary. Coverage length is never reached because O2 settles the order; O3–O5 are moot.
- **Secondary payment (non-duplication):** what the secondary plan would have paid as primary (800.00) minus the primary plan's payment (700.00) = 100.00, which is greater than zero, so 100.00 is payable.
- **Member responsibility:** allowed amount 1000.00 − primary 700.00 − secondary 100.00 = 200.00.
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": false,
  "abstained": false
}
Attempt 3
Reasoning · 303 tokens
The task: dependent child covered under both parents' plans, parents married and living together. Apply order of benefits rules.

O1: non-dependent/dependent — the child is a dependent under both plans, so O1 doesn't distinguish. Move to O2.

O2: parents married or living together — birthday rule. Parent whose birthday falls earlier in the calendar year is primary. Mother: 07-19. Father: 03-26. Father's birthday (March 26) falls earlier in the calendar year than mother's (July 19). So Plan F is primary. Rule O2.

Secondary plan is Plan M, calculation method NON-DUPLICATION.

Non-duplication: secondary pays what it would have paid as primary (800.00) minus primary payment (700.00) = 100.00. Never less than zero. So secondary payment = 100.00.

Member responsibility = allowed amount - primary payment - secondary payment = 1000.00 - 700.00 - 100.00 = 100.00.

Keys:
- primary_plan: "F"
- primary_rule: "O2"
- secondary_payment: 100.00
- member_responsibility: 100.00

Format numbers with two decimals: 100.00. In JSON, 100.00 is fine as a number literal. JSON numbers 100.00 parse to 100 but representation should be 100.00 per instructions. I'll write 100.00.
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 100.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 100,
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
0Claude Sonnet 4.6 · Anthropic1.9s · 55 out | 1.6s · 55 out | 1.8s · 55 out
Attempt 1
json{
  "primary_plan": "M",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "M",
      "ok": false,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
Attempt 2
json{
  "primary_plan": "M",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "M",
      "ok": false,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
Attempt 3
json{
  "primary_plan": "M",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "M",
      "ok": false,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
0DeepSeek V3.2 · DeepSeek1.8s · 49 out | 1.6s · 49 out | 1.9s · 49 out
Attempt 1
json{
  "primary_plan": "M",
  "primary_rule": "O2",
  "secondary_payment": 100.00,
  "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "M",
      "ok": false,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
Attempt 2
json{
  "primary_plan": "F",
  "primary_rule": "O2",
  "secondary_payment": 0.00,
  "member_responsibility": 300.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "F",
      "ok": true,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 0,
      "ok": false,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 300,
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
Attempt 3
json{
    "primary_plan": "M",
    "primary_rule": "O2",
    "secondary_payment": 100.00,
    "member_responsibility": 200.00
}
Grader detail
json{
  "fields": [
    {
      "field": "primary_plan",
      "want": "F",
      "got": "M",
      "ok": false,
      "present": true
    },
    {
      "field": "primary_rule",
      "want": "O2",
      "got": "O2",
      "ok": true,
      "present": true
    },
    {
      "field": "secondary_payment",
      "want": 100,
      "got": 100,
      "ok": true,
      "present": true
    },
    {
      "field": "member_responsibility",
      "want": 200,
      "got": 200,
      "ok": true,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}