Luma Payroll Gym
← Heatmap / GPT 5.6 Luna · Task 8
GPT 5.6 Luna* · Single-turn · Task 8 (Calculation, half-cent rounding tie, resolved amendment) 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 1778.50 1778.50 1778.50 1778.50
employee contribution 124.50 124.50 124.50 124.50
allowed deduction 0.00 0.00 0.00 0.00
taxable pay 1654.00 1654.00 1654.00 1654.00
income tax 77.56 77.56 77.56 77.56
net pay 1576.44 1576.44 1576.44 1576.44
clauses R1 R2 R3 R4 R5 R6 R9 R1 R2 R3 R4 R5 R6 R9 R1 R2 R3 R4 R5 R6 R9 R1 R2 R3 R4 R5 R6 R9
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 JSON answer.
Source documents: {"e1069c99b8f7bcf9-payroll": {"kind": "payroll", "record": {"gross_pay": "1778.50", "payroll_month": "2026-07", "allowed_deduction": "0.00"}}, "e1069c99b8f7bcf9-contract": {"kind": "contract", "gross_pay": "2254.61"}, "e1069c99b8f7bcf9-amendment": {"kind": "amendment", "gross_pay": "1778.50", "approved": true, "effective_month": "2026-04"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.07", "cap": "5000.00", "deduction": "400.00", "free": "1000.00", "upper": "3300.00", "middle_rate": "0.14", "upper_rate": "0.24"}, "second-half": {"rate": "0.07", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "3300.00", "middle_rate": "0.14", "upper_rate": "0.22"}}
Rollouts
Rollout #1 100.0% passed · 4.1s · $0.0004
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6 R9
exact 100.0% R1 R2 R3 R4 R5 R6 R9
field accuracy 100.0% R1 R2 R3 R4 R5 R6 R9
citations 100.0% R1 R2 R3 R4 R5 R6 R9
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "1778.50",
  "employee_contribution": "124.50",
  "allowed_deduction": "0.00",
  "taxable_pay": "1654.00",
  "income_tax": "77.56",
  "net_pay": "1576.44",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"]
}
Rollout #2 100.0% passed · 3.6s · $0.0003
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6 R9
exact 100.0% R1 R2 R3 R4 R5 R6 R9
field accuracy 100.0% R1 R2 R3 R4 R5 R6 R9
citations 100.0% R1 R2 R3 R4 R5 R6 R9
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "1778.50",
  "employee_contribution": "124.50",
  "allowed_deduction": "0.00",
  "taxable_pay": "1654.00",
  "income_tax": "77.56",
  "net_pay": "1576.44",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"]
}
Reasoning
**Calculating deductions and taxes**

I need to calculate the figures for the second half of the month. The gross amount is 1778.50, and the contribution is calculated as 0.07 times the minimum of gross or 4000, which gives me about 124.50 after rounding. After deductions, the taxable income comes to 1654.00. There's a tax-free portion of 1100, with excess amounting to 554 taxed at 0.14, totaling 77.56. Lastly, the net ends up at 1576.44. I also note additional amendments and required fields for clarity.
Rollout #3 100.0% passed · 3.1s · $0.0003
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6 R9
exact 100.0% R1 R2 R3 R4 R5 R6 R9
field accuracy 100.0% R1 R2 R3 R4 R5 R6 R9
citations 100.0% R1 R2 R3 R4 R5 R6 R9
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "1778.50",
  "employee_contribution": "124.50",
  "allowed_deduction": "0.00",
  "taxable_pay": "1654.00",
  "income_tax": "77.56",
  "net_pay": "1576.44",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"]
}