Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 31
MiMo V2.6 Pro · Single-turn · Task 31 (Calculation, upper bracket) 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 3941.14 3941.14 3941.14 3941.14
employee contribution 197.06 197.06 197.06 197.06
allowed deduction 197.94 197.94 197.94 197.94
taxable pay 3546.14 3546.14 3546.14 3546.14
income tax 390.15 390.15 390.15 390.15
net pay 3155.99 3155.99 3155.99 3155.99
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: {"c0b4647b43710bd2-payroll": {"kind": "payroll", "record": {"gross_pay": "3941.14", "payroll_month": "2026-03", "allowed_deduction": "197.94"}}, "c0b4647b43710bd2-contract": {"kind": "contract", "gross_pay": "3941.14"}}
Authoritative case reference schedule: {"first-half": {"rate": "0.05", "cap": "5000.00", "deduction": "400.00", "free": "900.00", "upper": "3300.00", "middle_rate": "0.14", "upper_rate": "0.22"}, "second-half": {"rate": "0.07", "cap": "4500.00", "deduction": "400.00", "free": "1100.00", "upper": "3600.00", "middle_rate": "0.14", "upper_rate": "0.20"}}
Rollouts
Rollout #1 100.0% passed · 9.9s · $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": "3941.14",
  "employee_contribution": "197.06",
  "allowed_deduction": "197.94",
  "taxable_pay": "3546.14",
  "income_tax": "390.15",
  "net_pay": "3155.99",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Payroll month 2026-03 -> first-half row of authoritative schedule.

rate 0.05, cap 5000, deduction cap 400, free 900, upper 3300, middle 0.14, upper rate 0.22.

gross 3941.14. Contribution = 0.05 * min(3941.14, 5000) = 0.05*3941.14 = 197.057 -> 197.06.

Allowed deduction 197.94 <= 400 and <= gross - contribution = 3941.14-197.06 = 3744.08. OK.

Taxable = 3941.14 - 197.06 - 197.94 = 3546.14.

Tax: up to 900 untaxed. 900 to 3300: 2400 * 0.14 = 336.00. Above 3300: 3546.14-3300 = 246.14 * 0.22 = 54.1508. Total = 390.1508 -> 390.15.

Net = 3941.14 - 197.06 - 197.94 - 390.15 = 3155.99.

Check: 3941.14-197.06=3744.08; -197.94=3546.14; -390.15=3155.99.
Rollout #2 100.0% passed · 12.2s · $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": "3941.14",
  "employee_contribution": "197.06",
  "allowed_deduction": "197.94",
  "taxable_pay": "3546.14",
  "income_tax": "390.15",
  "net_pay": "3155.99",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Gross 3941.14, month 2026-03 → first-half: rate 0.05, cap 5000, deduction cap 400, free 900, upper 3300, middle 0.14, upper rate 0.22.

Contribution = 0.05 * min(3941.14, 5000) = 197.057 → 197.06 (round half up).

Allowed deduction 197.94 ≤ 400, and ≤ gross - contribution = 3941.14 - 197.06 = 3744.08. OK.

Taxable = 3941.14 - 197.06 - 197.94 = 3546.14.

Tax: first 900 untaxed. 3546.14 - 900 = 2646.14. Middle portion up to 3300: 3300-900 = 2400 at 0.14 = 336.00. Upper portion: 3546.14 - 3300 = 246.14 at 0.22 = 54.1508. Total = 336.00 + 54.1508 = 390.1508 → 390.15.

Net = 3941.14 - 197.06 - 197.94 - 390.15 = 3156.00? Compute: 3941.14 - 197.06 = 3744.08; -197.94 = 3546.14; -390.15 = 3155.99.

Wait: 3546.14 - 390.15 = 3155.99.

Clauses: R1, R2, R3, R4, R5, R6.

Amendment: none needed; contract matches gross pay.
Rollout #3 100.0% passed · 8.7s · $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": "3941.14",
  "employee_contribution": "197.06",
  "allowed_deduction": "197.94",
  "taxable_pay": "3546.14",
  "income_tax": "390.15",
  "net_pay": "3155.99",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
Payroll month 2026-03 → first-half. Rate 0.05, cap 5000.00, deduction cap 400.00, free 900, upper 3300, middle 0.14, upper 0.22.

gross_pay 3941.14. contract gross_pay 3941.14 matches — no conflict.

Employee contribution = 0.05 × min(3941.14, 5000.00) = 0.05 × 3941.14 = 197.057 → round to 197.06.

Allowed deduction 197.94 ≤ 400.00. Also ≤ gross - contribution = 3941.14 - 197.06 = 3744.08. OK.

Taxable pay = 3941.14 - 197.06 - 197.94 = 3546.14.

Tax: free 900. Middle: 900 to 3300 = 2400 × 0.14 = 336.00. Upper: 3546.14 - 3300 = 246.14 × 0.22 = 54.1508. Total = 336.00 + 54.1508 = 390.1508 → round half up = 390.15.

Net = 3941.14 - 197.06 - 197.94 - 390.15 = 3155.99.

Check: 3941.14 - 197.06 = 3744.08; -197.94 = 3546.14; -390.15 = 3155.99. ✓

Clauses: R1–R6. No amendment needed (contract matches).