Luma Payroll Gym
← Heatmap / GPT 5.6 Luna · Task 63
GPT 5.6 Luna* · Single-turn · Task 63 (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 4093.39 4093.39 4093.39 4093.39
employee contribution 245.60 245.60 245.60 245.60
allowed deduction 247.81 247.81 247.81 247.81
taxable pay 3599.98 3599.98 3599.98 3599.98
income tax 324.00 324.00 324.00 324.00
net pay 3275.98 3275.98 3275.98 3275.98
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: {"c9a494472e6b6cd2-payroll": {"kind": "payroll", "record": {"gross_pay": "4093.39", "payroll_month": "2026-06", "allowed_deduction": "247.81"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.06", "cap": "5000.00", "deduction": "400.00", "free": "900.00", "upper": "3600.00", "middle_rate": "0.12", "upper_rate": "0.24"}, "second-half": {"rate": "0.05", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "3300.00", "middle_rate": "0.10", "upper_rate": "0.24"}}
Rollouts
Rollout #1 100.0% passed · 4.4s · $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": "4093.39",
  "employee_contribution": "245.60",
  "allowed_deduction": "247.81",
  "taxable_pay": "3599.98",
  "income_tax": "324.00",
  "net_pay": "3275.98",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating contributions and tax**

I need to compute the contributions and tax for the first half. The gross is 4093.39 with a rate of 0.06 and cap of 5000, leading to a contribution of 245.60 after rounding. For deductions, it comes out to 247.81, under the gross contribution of 3847.79, so that works. The taxable amount is 3599.98. The taxable portion of 2699.98 at 12% results in about 324.00 total tax. The net ends up being 3275.98 after deductions.
Rollout #2 100.0% passed · 5.5s · $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": "4093.39",
  "employee_contribution": "245.60",
  "allowed_deduction": "247.81",
  "taxable_pay": "3599.98",
  "income_tax": "324.00",
  "net_pay": "3275.98",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating gross and deductions**

I need to calculate the gross amount for June's first half, which is $4093.39. Using a rate of 0.06 with a $5000 cap, the contribution comes to about $245.60. After deductions of $247.81, my taxable amount is $3599.98. The tax portion is calculated as $2699.98 at 12%, which totals to $324.00. Finally, my net amount after all deductions is $3275.98. I may need to consider some clauses for the final output in JSON format.
Rollout #3 100.0% 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": "4093.39",
  "employee_contribution": "245.60",
  "allowed_deduction": "247.81",
  "taxable_pay": "3599.98",
  "income_tax": "324.00",
  "net_pay": "3275.98",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
**Calculating deductions and taxes**

I need to calculate some figures. For the first half of the month, the gross is 4093.39. The contribution is calculated as 0.06 times the minimum of 4093.39 and 5000, which results in 245.60. The deduction is 247.81, and the taxable income is 3599.98. The tax for the middle portion up to 3600 is around 324.00. Finally, the net income comes to 3275.98. I'll format this in JSON with the exact fields.