Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 24
Gemini 3.1 Flash Lite · Single-turn · Task 24 (Calculation, at the wage cap, resolved amendment) 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 4999.99 4999.99 4999.99 4999.99
employee contribution 350.00 350.00 350.00 350.00
allowed deduction 264.22 264.22 264.22 264.22
taxable pay 4385.77 4385.77 4385.77 4385.77
income tax 387.44 377.34 371.44 371.44
net pay 3998.33 4008.43 4014.33 4014.33
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: {"f6c75cab8c86e7df-payroll": {"kind": "payroll", "record": {"gross_pay": "4999.99", "payroll_month": "2026-02", "allowed_deduction": "264.22"}}, "f6c75cab8c86e7df-contract": {"kind": "contract", "gross_pay": "5019.61"}, "f6c75cab8c86e7df-amendment": {"kind": "amendment", "gross_pay": "4999.99", "approved": true, "effective_month": "2026-01"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.07", "cap": "5000.00", "deduction": "400.00", "free": "900.00", "upper": "3300.00", "middle_rate": "0.08", "upper_rate": "0.18"}, "second-half": {"rate": "0.08", "cap": "3500.00", "deduction": "400.00", "free": "1000.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.24"}}
Rollouts
Rollout #1 -40.0% wrong income tax · 1.0s · $0.0008
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6 R9
exact 0.0% R1 R2 R3 R4 R5 R6 R9
field accuracy 50.0% R1 R2 R3 R4 R5 R6 R9
citations 100.0% R1 R2 R3 R4 R5 R6 R9
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "4999.99",
  "employee_contribution": "350.00",
  "allowed_deduction": "264.22",
  "taxable_pay": "4385.77",
  "income_tax": "377.34",
  "net_pay": "4008.43",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "The amendment resolves the conflict between the contract and payroll gross pay as it is approved and effective for the month."
}
Rollout #2 -40.0% wrong income tax · 1.5s · $0.0012
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6 R9
exact 0.0% R1 R2 R3 R4 R5 R6 R9
field accuracy 50.0% R1 R2 R3 R4 R5 R6 R9
citations 100.0% R1 R2 R3 R4 R5 R6 R9
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "4999.99",
  "employee_contribution": "350.00",
  "allowed_deduction": "264.22",
  "taxable_pay": "4385.77",
  "income_tax": "371.44",
  "net_pay": "4014.33",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "The contract conflict is resolved by the approved amendment (R9). Employee contribution calculated as 4999.99 * 0.07 = 349.9993, rounded to 350.00 (R2, R3). Taxable pay: 4999.99 - 350.00 - 264.22 = 4385.77 (R4). Income tax: (3300.00 - 900.00) * 0.08 + (4385.77 - 3300.00) * 0.18 = 192.00 + 195.4386 = 387.4386, rounded to 387.44? No, recalculating: (3300.00 - 900.00) * 0.08 = 192.00. (4385.77 - 3300.00) * 0.18 = 195.4386. Total 387.4386. Rounding to 387.44."
}
Rollout #3 -40.0% wrong income tax · 1.4s · $0.0011
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6 R9
exact 0.0% R1 R2 R3 R4 R5 R6 R9
field accuracy 50.0% R1 R2 R3 R4 R5 R6 R9
citations 100.0% R1 R2 R3 R4 R5 R6 R9
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "4999.99",
  "employee_contribution": "350.00",
  "allowed_deduction": "264.22",
  "taxable_pay": "4385.77",
  "income_tax": "371.44",
  "net_pay": "4014.33",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "The contract conflict was resolved by the approved amendment under R9. Employee contribution calculated as 0.07 * 4999.99 = 349.9993, rounded to 350.00. Taxable pay: 4999.99 - 350.00 - 264.22 = 4385.77. Income tax: (3300.00 - 900.00) * 0.08 + (4385.77 - 3300.00) * 0.18 = 192.00 + 195.4386 = 387.4386, rounded to 387.44."
}