Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 7
Gemini 3.1 Flash Lite · Single-turn · Task 7 (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 8370.45 8370.45 8370.45 8370.45
employee contribution 200.00 200.00 200.00 200.00
allowed deduction 370.62 370.62 370.62 370.62
taxable pay 7799.83 7799.83 7799.83 7799.83
income tax 1267.96 1259.96 1235.96 1235.96
net pay 6531.87 6539.87 6563.87 6563.87
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: {"9869ba945ef7380b-payroll": {"kind": "payroll", "record": {"gross_pay": "8370.45", "payroll_month": "2026-05", "allowed_deduction": "370.62"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.04", "cap": "5000.00", "deduction": "400.00", "free": "1000.00", "upper": "3600.00", "middle_rate": "0.10", "upper_rate": "0.24"}, "second-half": {"rate": "0.04", "cap": "4000.00", "deduction": "400.00", "free": "1000.00", "upper": "3600.00", "middle_rate": "0.12", "upper_rate": "0.22"}}
Rollouts
Rollout #1 -40.0% wrong income tax · 1.5s · $0.0009
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": "8370.45",
  "employee_contribution": "200.00",
  "allowed_deduction": "370.62",
  "taxable_pay": "7799.83",
  "income_tax": "1259.96",
  "net_pay": "6539.87",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the first-half schedule (rate 0.04, cap 5000.00, deduction cap 400.00, tax-free 1000.00, upper 3600.00, middle_rate 0.10, upper_rate 0.24)."
}
Rollout #2 -40.0% wrong income tax · 1.5s · $0.0010
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": "8370.45",
  "employee_contribution": "200.00",
  "allowed_deduction": "370.62",
  "taxable_pay": "7799.83",
  "income_tax": "1235.96",
  "net_pay": "6563.87",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the first-half schedule provided in the case reference. Employee contribution: 5000.00 * 0.04 = 200.00. Taxable pay: 8370.45 - 200.00 - 370.62 = 7799.83. Income tax: (3600.00 - 1000.00) * 0.10 + (7799.83 - 3600.00) * 0.24 = 260.00 + 1007.96 = 1235.96."
}
Rollout #3 -40.0% wrong income tax · 2.0s · $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": "8370.45",
  "employee_contribution": "200.00",
  "allowed_deduction": "370.62",
  "taxable_pay": "7799.83",
  "income_tax": "1235.96",
  "net_pay": "6563.87",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}