Luma Payroll Gym
← Heatmap / GPT 5.6 Luna · Task 18
GPT 5.6 Luna* · Single-turn · Task 18 (Calculation, at the upper bracket line) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 2978.74 2978.74 2978.74 2978.74
employee contribution 178.72 178.72 178.72 178.72
allowed deduction 0.00 0.00 0.00 0.00
taxable pay 2800.02 2800.02 2800.02 2800.02
income tax 224.00 224.00 224.00 224.00
net pay 2576.02 2576.02 2576.02 2576.02
clauses R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 JSON answer.
Source documents: {"60299c2a6df8880c-payroll": {"kind": "payroll", "record": {"gross_pay": "2978.74", "payroll_month": "2026-07", "allowed_deduction": "0.00"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.07", "cap": "4000.00", "deduction": "400.00", "free": "900.00", "upper": "3300.00", "middle_rate": "0.08", "upper_rate": "0.22"}, "second-half": {"rate": "0.06", "cap": "4500.00", "deduction": "400.00", "free": "1200.00", "upper": "2800.00", "middle_rate": "0.14", "upper_rate": "0.20"}}
Rollouts
Rollout #1 100.0% passed · 4.1s · $0.0003
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "2978.74",
  "employee_contribution": "178.72",
  "allowed_deduction": "0.00",
  "taxable_pay": "2800.02",
  "income_tax": "224.00",
  "net_pay": "2576.02",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating financial figures**

I need to do some calculations. Starting with gross income of 2978.74, I calculate a contribution of .06 times the minimum gross cap, which comes to about 178.72 after rounding. The taxable amount then totals 2800.02, and I see a tax-free limit of 1200 with an upper boundary at 2800. The middle portion taxed at .14 gives me 224, while the portion above that calculated at .02 amounts to something small. Subtracting these gives me a net of 2576.02. I also need to consider clauses R1-R6 and JSON fields.
Rollout #2 100.0% passed · 3.5s · $0.0003
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "2978.74",
  "employee_contribution": "178.72",
  "allowed_deduction": "0.00",
  "taxable_pay": "2800.02",
  "income_tax": "224.00",
  "net_pay": "2576.02",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating financial figures**

I need to process some calculations for the second half of the month. Starting with a gross of 2978.74, the contribution is calculated as 0.06 times the minimum gross cap, leading to 178.72 after rounding. The deductions bring down the taxable amount to 2800.02, with a tax-free portion of 1200. I calculate the upper boundary and middle portion taxes, producing a net figure of 2576.02 after all deductions. Additionally, I anticipate including relevant clauses and exact JSON fields.
Rollout #3 100.0% passed · 3.8s · $0.0003
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "2978.74",
  "employee_contribution": "178.72",
  "allowed_deduction": "0.00",
  "taxable_pay": "2800.02",
  "income_tax": "224.00",
  "net_pay": "2576.02",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating tax and deductions**

I'm calculating the financial figures here. For July 2nd, I have a gross amount of 2978.74. I need to calculate the contribution, which is 0.06 times the minimum gross of 4500, giving me around 178.72 after rounding. The taxable income comes to 2800.02. With a free amount of 1200 and a tax on the middle portion, the tax for a portion of 1600 at 0.14 equals 224.00. Ultimately, the net is 2576.02, and I need to reference clauses R1-R6 for the JSON fields.