Luma Payroll Gym
← Heatmap / GPT 5.6 Luna · Task 53
GPT 5.6 Luna* · Single-turn · Task 53 (Calculation, upper bracket, 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 4484.82 4484.82 4484.82 4484.82
employee contribution 179.39 179.39 179.39 179.39
allowed deduction 395.18 395.18 395.18 395.18
taxable pay 3910.25 3910.25 3910.25 3910.25
income tax 325.85 325.85 325.85 325.85
net pay 3584.40 3584.40 3584.40 3584.40
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: {"c930a30c2090b4dc-payroll": {"kind": "payroll", "record": {"gross_pay": "4484.82", "payroll_month": "2026-11", "allowed_deduction": "395.18"}}, "c930a30c2090b4dc-contract": {"kind": "contract", "gross_pay": "4728.75"}, "c930a30c2090b4dc-amendment": {"kind": "amendment", "gross_pay": "4484.82", "approved": true, "effective_month": "2026-05"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.06", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "3600.00", "middle_rate": "0.14", "upper_rate": "0.24"}, "second-half": {"rate": "0.04", "cap": "4500.00", "deduction": "400.00", "free": "900.00", "upper": "3600.00", "middle_rate": "0.10", "upper_rate": "0.18"}}
Rollouts
Rollout #1 100.0% passed · 4.1s · $0.0005
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": "4484.82",
  "employee_contribution": "179.39",
  "allowed_deduction": "395.18",
  "taxable_pay": "3910.25",
  "income_tax": "325.85",
  "net_pay": "3584.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"]
}
Rollout #2 100.0% 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": "4484.82",
  "employee_contribution": "179.39",
  "allowed_deduction": "395.18",
  "taxable_pay": "3910.25",
  "income_tax": "325.85",
  "net_pay": "3584.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"]
}
Reasoning
**Calculating payroll deductions**

I need to calculate a custom payroll amount for the second half of the month. There's a contract amendment approved effective from May, resolving a conflict. With a deduction of $395.18 and a gross contribution calculated at about $179.39, the taxable income is $3,910.25. I’ll also calculate taxes based on different brackets, which total about $325.85. Finally, I'll determine the net amount, which seems to be around $3,584.40. I'll need the exact fields for clauses R1-R6 and R9.
Rollout #3 100.0% passed · 4.4s · $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": "4484.82",
  "employee_contribution": "179.39",
  "allowed_deduction": "395.18",
  "taxable_pay": "3910.25",
  "income_tax": "325.85",
  "net_pay": "3584.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"]
}
Reasoning
**Calculating payroll details**

I need to calculate the payroll for the second half of the month. The gross amount is $4,484.82, and the contribution is 0.04 times the lesser of the gross or $4,500, which comes to about $179.39. After deductions of $395.18, my taxable income is $3,910.25. I’ll calculate the taxes based on different brackets, ending with a net payout of $3,584.40. I should lay out any clauses in JSON format if necessary.