Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 92
MiMo V2.6 Pro · Single-turn · Task 92 (Calculation, at the wage cap) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 3999.99 3999.99 3999.99 3999.99
employee contribution 280.00 280.00 280.00 280.00
allowed deduction 391.99 391.99 391.99 391.99
taxable pay 3328.00 3328.00 3328.00 3328.00
income tax 324.16 324.16 324.16 324.16
net pay 3003.84 3003.84 3003.84 3003.84
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: {"96ed6aa66caaba7d-payroll": {"kind": "payroll", "record": {"gross_pay": "3999.99", "payroll_month": "2026-09", "allowed_deduction": "391.99"}}, "96ed6aa66caaba7d-contract": {"kind": "contract", "gross_pay": "3999.99"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.05", "cap": "3500.00", "deduction": "400.00", "free": "1100.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.20"}, "second-half": {"rate": "0.07", "cap": "4000.00", "deduction": "400.00", "free": "1200.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.22"}}
Rollouts
Rollout #1 100.0% passed · 10.4s · $0.0007
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "324.16",
  "net_pay": "3003.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Payroll month 2026-09 → second-half: rate 0.07, cap 4000.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle 0.14, upper 0.22.

gross_pay = 3999.99. Contract matches gross_pay → no conflict.

Employee contribution = 0.07 × min(3999.99, 4000.00) = 0.07 × 3999.99 = 279.9993 → round half up → 280.00 (wait, 3999.99 × 0.07 = 279.9993, rounds to 280.00).

Allowed deduction = 391.99. Check caps: must not exceed 400.00 ✓. Must not exceed gross_pay - employee_contribution = 3999.99 - 280.00 = 3719.99 ✓. So allowed deduction = 391.99.

Taxable pay = 3999.99 - 280.00 - 391.99 = 3328.00.

Income tax: free 1200 untaxed. Middle band 1200 to 3000 = 1800 × 0.14 = 252.00. Upper: 3328.00 - 3000 = 328.00 × 0.22 = 72.16. Total = 324.16.

Net pay = 3999.99 - 280.00 - 391.99 - 324.16 = 3003.84.

Check: 3999.99 - 280 = 3719.99; -391.99 = 3328.00; -324.16 = 3003.84. ✓

Clauses: R1, R2, R3, R4, R5, R6. Amendment not needed since contract matches.
Rollout #2 100.0% passed · 7.6s · $0.0005
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "324.16",
  "net_pay": "3003.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Second-half row: rate 0.07, cap 4000.00, deduction 400.00, free 1200.00, upper 3000.00, middle 0.14, upper 0.22.

Gross 3999.99, contract matches. Contribution = 0.07 * min(3999.99, 4000.00) = 0.07*3999.99 = 279.9993 → 280.00 (round half up).

Allowed deduction 391.99 ≤ 400.00 cap. Also ≤ gross - contribution = 3999.99 - 280.00 = 3719.99. OK.

Taxable = 3999.99 - 280.00 - 391.99 = 3328.00.

Tax: free 1200 → untaxed. 1200 to 3000 = 1800 * 0.14 = 252.00. Above 3000: 328.00 * 0.22 = 72.16. Total = 324.16.

Net = 3999.99 - 280.00 - 391.99 - 324.16 = 3003.84.

Check: 3999.99-280=3719.99; -391.99=3328.00; -324.16=3003.84. Yes.
Rollout #3 100.0% passed · 7.3s · $0.0006
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "3999.99",
  "employee_contribution": "280.00",
  "allowed_deduction": "391.99",
  "taxable_pay": "3328.00",
  "income_tax": "324.16",
  "net_pay": "3003.84",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Second-half row: rate 0.07, cap 4000, deduction cap 400, free 1200, upper 3000, middle 0.14, upper 0.22.

gross 3999.99. contribution = 0.07 * min(3999.99, 4000) = 279.9993 → 280.00 (round half up: 279.9993 → 280.00).

allowed deduction 391.99 ≤ 400 and ≤ gross - contribution = 3719.99. OK.

taxable = 3999.99 - 280.00 - 391.99 = 3328.00.

Tax: free 1200 untaxed. middle portion: 1200→3000 = 1800 * 0.14 = 252.00. upper portion: 3328 - 3000 = 328 * 0.22 = 72.16. Total = 324.16.

net = 3999.99 - 280.00 - 391.99 - 324.16 = 3003.84.

Check: 3999.99-280=3719.99; -391.99=3328.00; -324.16=3003.84.