Luma Payroll Gym
← Heatmap / Gemini 3.1 Flash Lite · Task 71
Gemini 3.1 Flash Lite · Single-turn · Task 71 (Calculation, upper bracket) 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 3693.66 3693.66 3693.66 3693.66
employee contribution 221.62 221.62 221.62 221.62
allowed deduction 317.42 317.42 317.42 317.42
taxable pay 3154.62 3154.62 3154.62 3154.62
income tax 194.02 349.02 349.02 349.02
net pay 2960.60 2805.60 2805.60 2805.60
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: {"58270f5a8f66aa95-payroll": {"kind": "payroll", "record": {"gross_pay": "3693.66", "payroll_month": "2026-08", "allowed_deduction": "317.42"}}, "58270f5a8f66aa95-contract": {"kind": "contract", "gross_pay": "3693.66"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.07", "cap": "3500.00", "deduction": "400.00", "free": "1000.00", "upper": "3600.00", "middle_rate": "0.12", "upper_rate": "0.22"}, "second-half": {"rate": "0.06", "cap": "4000.00", "deduction": "400.00", "free": "1000.00", "upper": "3000.00", "middle_rate": "0.08", "upper_rate": "0.22"}}
Rollouts
Rollout #1 -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": "3693.66",
  "employee_contribution": "221.62",
  "allowed_deduction": "317.42",
  "taxable_pay": "3154.62",
  "income_tax": "349.02",
  "net_pay": "2805.60",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #2 -40.0% wrong income tax · 1.1s · $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": "3693.66",
  "employee_contribution": "221.62",
  "allowed_deduction": "317.42",
  "taxable_pay": "3154.62",
  "income_tax": "349.02",
  "net_pay": "2805.60",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Calculated using the second-half reference schedule: contribution rate 0.06, wage cap 4000.00, deduction cap 400.00, tax-free 1000.00, upper boundary 3000.00, middle rate 0.08, upper rate 0.22."
}
Rollout #3 -40.0% wrong income tax · 1.5s · $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": "3693.66",
  "employee_contribution": "221.62",
  "allowed_deduction": "317.42",
  "taxable_pay": "3154.62",
  "income_tax": "349.02",
  "net_pay": "2805.60",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}