Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 99
Gemini 3.1 Flash Lite · Single-turn · Task 99 (Calculation, wage cap binds) Mean -40.0%
Field Expected Rollout #1 (-40%) Rollout #2 (-40%) Rollout #3 (-40%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 9174.15 9174.15 9174.15 9174.15
employee contribution 160.00 160.00 160.00 160.00
allowed deduction 353.50 353.50 353.50 353.50
taxable pay 8660.65 8660.65 8660.65 8660.65
income tax 1438.13 1362.13 1362.13 1314.13
net pay 7222.52 7298.52 7298.52 7346.52
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: {"b91d767a6a759d3c-payroll": {"kind": "payroll", "record": {"gross_pay": "9174.15", "payroll_month": "2026-07", "allowed_deduction": "353.50"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.08", "cap": "4000.00", "deduction": "400.00", "free": "1200.00", "upper": "3300.00", "middle_rate": "0.10", "upper_rate": "0.18"}, "second-half": {"rate": "0.04", "cap": "4000.00", "deduction": "400.00", "free": "900.00", "upper": "2800.00", "middle_rate": "0.14", "upper_rate": "0.20"}}
Rollouts
Rollout #1 -40.0% wrong income tax · 1.1s · $0.0008
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 50.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "9174.15",
  "employee_contribution": "160.00",
  "allowed_deduction": "353.50",
  "taxable_pay": "8660.65",
  "income_tax": "1362.13",
  "net_pay": "7298.52",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #2 -40.0% wrong income tax · 1.1s · $0.0008
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 50.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "9174.15",
  "employee_contribution": "160.00",
  "allowed_deduction": "353.50",
  "taxable_pay": "8660.65",
  "income_tax": "1362.13",
  "net_pay": "7298.52",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #3 -40.0% wrong income tax · 1.0s · $0.0008
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 50.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "9174.15",
  "employee_contribution": "160.00",
  "allowed_deduction": "353.50",
  "taxable_pay": "8660.65",
  "income_tax": "1314.13",
  "net_pay": "7346.52",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}