Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 53
Gemini 3.1 Flash Lite · Single-turn · Task 53 (Calculation, upper bracket, 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 4484.82 4484.82 4484.82 4484.82
employee contribution 179.39 179.39 179.39 179.39
allowed deduction 395.18 395.18 395.18 395.18
taxable pay 3910.25 3910.25 3910.25 3910.25
income tax 325.85 383.85 383.85 383.85
net pay 3584.40 3526.40 3526.40 3526.40
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: {"c930a30c2090b4dc-payroll": {"kind": "payroll", "record": {"gross_pay": "4484.82", "payroll_month": "2026-11", "allowed_deduction": "395.18"}}, "c930a30c2090b4dc-contract": {"kind": "contract", "gross_pay": "4728.75"}, "c930a30c2090b4dc-amendment": {"kind": "amendment", "gross_pay": "4484.82", "approved": true, "effective_month": "2026-05"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.06", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "3600.00", "middle_rate": "0.14", "upper_rate": "0.24"}, "second-half": {"rate": "0.04", "cap": "4500.00", "deduction": "400.00", "free": "900.00", "upper": "3600.00", "middle_rate": "0.10", "upper_rate": "0.18"}}
Rollouts
Rollout #1 -40.0% wrong income tax · 1.1s · $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": "4484.82",
  "employee_contribution": "179.39",
  "allowed_deduction": "395.18",
  "taxable_pay": "3910.25",
  "income_tax": "383.85",
  "net_pay": "3526.40",
  "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 prior to the payroll month."
}
Rollout #2 -40.0% wrong income tax · 1.5s · $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": "4484.82",
  "employee_contribution": "179.39",
  "allowed_deduction": "395.18",
  "taxable_pay": "3910.25",
  "income_tax": "383.85",
  "net_pay": "3526.40",
  "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 prior to the payroll month."
}
Rollout #3 -40.0% wrong income tax · 1.5s · $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": "4484.82",
  "employee_contribution": "179.39",
  "allowed_deduction": "395.18",
  "taxable_pay": "3910.25",
  "income_tax": "383.85",
  "net_pay": "3526.40",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6", "R9"],
  "explanation": "The amendment is approved and effective for 2026-11, resolving the conflict between the contract and payroll record gross pay."
}