Luma Payroll Gym
← Heatmap / GPT 5.6 Luna · Task 96
GPT 5.6 Luna* · Single-turn · Task 96 (Calculation, half-cent rounding tie) 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 2510.90 2510.90 2510.90 2510.90
employee contribution 125.55 125.55 125.55 125.55
allowed deduction 0.00 0.00 0.00 0.00
taxable pay 2385.35 2385.35 2385.35 2385.35
income tax 165.95 165.95 165.95 165.95
net pay 2219.40 2219.40 2219.40 2219.40
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: {"a84676d7d0d22839-payroll": {"kind": "payroll", "record": {"gross_pay": "2510.90", "payroll_month": "2026-11"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.04", "cap": "4500.00", "deduction": "400.00", "free": "900.00", "upper": "3600.00", "middle_rate": "0.12", "upper_rate": "0.24"}, "second-half": {"rate": "0.05", "cap": "3500.00", "deduction": "400.00", "free": "1200.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.20"}}
Rollouts
Rollout #1 100.0% passed · 3.5s · $0.0004
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": "2510.90",
  "employee_contribution": "125.55",
  "allowed_deduction": "0.00",
  "taxable_pay": "2385.35",
  "income_tax": "165.95",
  "net_pay": "2219.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating taxable income**

I’m calculating for the second half of November, starting with a gross amount of $2,510.90. The contribution is 5% of a minimum gross of $3,500, which comes to $125.55 after rounding up. My taxable income is $2,385.35, and since $1,200 is tax-free, the excess amount of $1,185.35 is taxed at 14%, totaling to $165.95. After deducting everything, the net amount stands at $2,219.40. I’ll need exact fields but might skip optional explanations for JSON.
Rollout #2 100.0% passed · 3.6s · $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": "2510.90",
  "employee_contribution": "125.55",
  "allowed_deduction": "0.00",
  "taxable_pay": "2385.35",
  "income_tax": "165.95",
  "net_pay": "2219.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating net income**

I need to calculate the figures for a schedule in November. The gross amount is $2,510.90. My contribution is 5% of the minimum of gross or $3,500, which equals $125.55 after rounding. There’s no deduction, so that’s $0. The taxable income is $2,385.35. Tax-free amount is $1,200; for the remainder of $1,185.35, the tax at 14% is approximately $165.95. Finally, the net income is $2,219.40. I also need to ensure the JSON has the correct fields.
Rollout #3 100.0% passed · 3.4s · $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": "2510.90",
  "employee_contribution": "125.55",
  "allowed_deduction": "0.00",
  "taxable_pay": "2385.35",
  "income_tax": "165.95",
  "net_pay": "2219.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating financial details**

I need to work through some financial calculations for the second half of November. The gross amount is $2,510.90. I’m calculating a contribution of 0.05 times the minimum gross, with a cap at $3,500, which comes out to $125.55 when rounded up. The taxable amount is $2,385.35, and I have a tax-free portion of $1,200. For the middle portion of $1,185.35, the tax is about $165.95. Finally, I’ll find the net amount by subtracting these contributions from the gross total.