Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 6
GLM 5.3 Flash · Single-turn · Task 6 (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 3468.15 3468.15 3468.15 3468.15
employee contribution 138.73 138.73 138.73 138.73
allowed deduction 47.85 47.85 47.85 47.85
taxable pay 3281.57 3281.57 3281.57 3281.57
income tax 329.95 329.95 329.95 329.95
net pay 2951.62 2951.62 2951.62 2951.62
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: {"0eb088af1b0a1e64-payroll": {"kind": "payroll", "record": {"gross_pay": "3468.15", "payroll_month": "2026-06", "allowed_deduction": "47.85"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.04", "cap": "4500.00", "deduction": "400.00", "free": "1200.00", "upper": "2800.00", "middle_rate": "0.14", "upper_rate": "0.22"}, "second-half": {"rate": "0.07", "cap": "4500.00", "deduction": "400.00", "free": "1200.00", "upper": "3000.00", "middle_rate": "0.08", "upper_rate": "0.22"}}
Rollouts
Rollout #1 100.0% passed · 4.6s · $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": "3468.15",
  "employee_contribution": "138.73",
  "allowed_deduction": "47.85",
  "taxable_pay": "3281.57",
  "income_tax": "329.95",
  "net_pay": "2951.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-06 selects the first-half case schedule (rate 0.04, cap 4500.00, deduction cap 400.00, free 1200.00, upper 2800.00, middle 0.14, upper rate 0.22). Contribution: 0.04 \u00d7 3468.15 = 138.73. Allowed deduction 47.85 is within the 400.00 cap and within gross minus contribution (3329.42). Taxable pay: 3468.15 \u2212 138.73 \u2212 47.85 = 3281.57. Tax: 1600.00 \u00d7 0.14 + 481.57 \u00d7 0.22 = 224.00 + 105.9454 = 329.9454 \u2192 329.95. Net pay: 3468.15 \u2212 138.73 \u2212 47.85 \u2212 329.95 = 2951.62."
}
Reasoning
We need to process a payroll record for 2026-06 (first-half row per the case schedule).

Case schedule first-half: rate 0.04, cap 4500.00, deduction 400.00, free 1200.00, upper 2800.00, middle_rate 0.14, upper_rate 0.22.

Gross pay: 3468.15. Allowed deduction: 47.85.

Employee contribution: rate 0.04 × min(gross, cap) = 0.04 × 3468.15 = 138.726 → round half up to 138.73.

Check allowed deduction: must not exceed deduction cap (400.00) or gross pay minus rounded contribution: 3468.15 − 138.73 = 3329.42. 47.85 ≤ both, OK.

Taxable pay: 3468.15 − 138.73 − 47.85 = 3281.57.

Income tax: taxable 3281.57. Free = 1200.00. Upper begins at 2800.00.

Portion 1200.00 → 2800.00: 1600.00 × 0.14 = 224.00.
Portion above 2800.00: 3281.57 − 2800.00 = 481.57 × 0.22 = 105.9454 → but do not round intermediate products; sum then round: 224.00 + 105.9454 = 329.9454 → round half up = 329.95.

Net pay: 3468.15 − 138.73 − 47.85 − 329.95 = ?

3468.15 − 138.73 = 3329.42. 3329.42 − 47.85 = 3281.57. 3281.57 − 329.95 = 2951.62.

So net pay = 2951.62.

Fields: decision calculate, currency LCR, gross_pay "3468.15", employee_contribution "138.73", allowed_deduction "47.85", taxable_pay "3281.57", income_tax "329.95", net_pay "2951.62".

Clauses: R1 (schedule selection), R2 (rounding), R3 (contribution), R4 (deduction, taxable pay), R5 (tax), R6 (net pay/answer).

No amendment present, no contract conflict.

Output JSON only, no markdown fences.
Rollout #2 100.0% passed · 9.2s · $0.0010
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": "3468.15",
  "employee_contribution": "138.73",
  "allowed_deduction": "47.85",
  "taxable_pay": "3281.57",
  "income_tax": "329.95",
  "net_pay": "2951.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-06 selects the case schedule's first-half row (rate 0.04, cap 4500.00, deduction cap 400.00, free 1200.00, upper 2800.00, middle 0.14, upper 0.22). Contribution: 0.04 \u00d7 3468.15 = 138.726 \u2192 138.73. Allowed deduction 47.85 is within the 400.00 cap and within gross pay minus contribution (3329.42). Taxable pay: 3468.15 \u2212 138.73 \u2212 47.85 = 3281.57. Tax: first 1200.00 untaxed; 1600.00 \u00d7 0.14 = 224.00; (3281.57 \u2212 2800.00) = 481.57 \u00d7 0.22 = 105.9454; total 329.9454 \u2192 329.95. Net pay: 3468.15 \u2212 138.73 \u2212 47.85 \u2212 329.95 = 2951.62."
}
Reasoning
Let me process this payroll record.

Inputs:
- gross_pay: "3468.15"
- payroll_month: "2026-06"
- allowed_deduction: "47.85"

Payroll month 2026-06 is in first-half (2026-01 through 2026-06). The case provides an authoritative reference schedule, so I must use the first-half row from the schedule:

first-half: rate = 0.04, cap = 4500.00, deduction = 400.00, free = 1200.00, upper = 2800.00, middle_rate = 0.14, upper_rate = 0.22

Step 1: Employee contribution (R3):
min(gross_pay, cap) = min(3468.15, 4500.00) = 3468.15
contribution = 0.04 × 3468.15 = 138.726
Round to two decimals (round-half-up): 138.726 → 138.73

Wait: 138.726 rounds to 138.73 (since third decimal is 6, round up). Yes, 138.73.

Step 2: Allowed deduction check (R4):
allowed_deduction = 47.85
- Must not exceed deduction cap: 47.85 ≤ 400.00 ✓
- Must not exceed gross pay minus rounded contribution: 3468.15 − 138.73 = 3329.42; 47.85 ≤ 3329.42 ✓

Step 3: Taxable pay (R4):
taxable = gross_pay − contribution − allowed_deduction = 3468.15 − 138.73 − 47.85 = 3281.57

Let me compute: 3468.15 − 138.73 = 3329.42; 3329.42 − 47.85 = 3281.57.

Step 4: Income tax (R5):
Brackets:
- Tax-free amount: 1200.00
- Middle bracket: from 1200.00 to 2800.00 (upper bracket begins at 2800.00), rate 0.14
- Upper bracket: above 2800.00, rate 0.22

Taxable pay = 3281.57

Portion up to 1200.00: 1200.00 × 0 = 0
Portion 1200.00 to 2800.00: 2800.00 − 1200.00 = 1600.00 × 0.14 = 224.00
Portion above 2800.00: 3281.57 − 2800.00 = 481.57 × 0.22 = 105.9454

Total = 224.00 + 105.9454 = 329.9454
Round to two decimals: 329.9454 → 329.95 (round-half-up: third decimal is 5, wait 329.9454 — the third decimal is 5, fourth is 4. Rounding to two decimals: 329.9454 → look at 0.0054 portion... Actually 329.9454: two decimal places means we keep 329.94 or round to 329.95. The digit after the second decimal is 5 (329.94|54), so round half up → 329.95.

Wait, let me be careful: 329.9454. The second decimal is 4, the remainder is 0.0054. Since 0.0054 > 0.005, rounds up to 329.95. Yes.

Actually, more precisely: 329.9454 → the fractional part beyond two decimals is 0.0054, which is more than 0.005, so round up: 329.95.

Hmm, but wait — 481.57 × 0.22: 481.57 × 0.22 = 105.9454. Let me verify: 481.57 × 0.22 = 481.57 × 22 / 100 = 10594.54 / 100 = 105.9454. Yes.

Total tax = 224.00 + 105.9454 = 329.9454 → 329.95.

Step 5: Net pay (R6):
net = gross − contribution − allowed_deduction − tax = 3468.15 − 138.73 − 47.85 − 329.95

3468.15 − 138.73 = 3329.42
3329.42 − 47.85 = 3281.57
3281.57 − 329.95 = 2951.62

Net pay = 2951.62

Check: taxable_pay = 3281.57, income_tax = 329.95, net = taxable − tax = 3281.57 − 329.95 = 2951.62. ✓

Output fields:
- decision: "calculate"
- currency: "LCR"
- gross_pay: "3468.15"
- employee_contribution: "138.73"
- allowed_deduction: "47.85"
- taxable_pay: "3281.57"
- income_tax: "329.95"
- net_pay: "2951.62"
- clauses: R1 (schedule selection / scope), R2 (rounding), R3 (contribution), R4 (deduction and taxable pay), R5 (income tax), R6 (net pay)

Clauses: ["R1", "R2", "R3", "R4", "R5", "R6"]

No amendment needed, no contract conflict. No R9 citation needed.

Note: the schedule replaces defaults, so R1 covers that. The first-half schedule row applies to 2026-06.

Let me double-check the contribution rounding: 0.04 × 3468.15 = 138.726. Round half up to two decimals: 138.73. Yes.

Taxable pay check: 3468.15 − 138.73 − 47.85 = 3281.57. Correct.

Tax brackets with taxable 3281.57:
- Free: 1200.00 → 0 tax
- Middle: (2800.00 − 1200.00) = 1600.00 at 0.14 = 224.00
- Upper: (3281.57 − 2800.00) = 481.57 at 0.22 = 105.9454
- Total: 329.9454 → 329.95

Net: 3468.15 − 138.73 − 47.85 − 329.95 = 2951.62.

All good. Output JSON without markdown fences, one object.
Rollout #3 100.0% passed · 6.2s · $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": "3468.15",
  "employee_contribution": "138.73",
  "allowed_deduction": "47.85",
  "taxable_pay": "3281.57",
  "income_tax": "329.95",
  "net_pay": "2951.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-06 selects the case schedule's first-half row (rate 0.04, cap 4500.00, deduction cap 400.00, free 1200.00, upper 2800.00, middle 0.14, upper rate 0.22). Contribution: 0.04 x 3468.15 = 138.73. Allowed deduction 47.85 is within the 400.00 cap and below gross minus contribution (3329.42). Taxable pay: 3468.15 - 138.73 - 47.85 = 3281.57. Tax: first 1200.00 untaxed, 1600.00 at 0.14 = 224.00, plus 481.57 at 0.22 = 105.9454, summed then rounded to 329.95. Net pay: 3468.15 - 138.73 - 47.85 - 329.95 = 2951.62."
}
Reasoning
We need to process a payroll record under rulebook version 3, with an authoritative case reference schedule that overrides defaults.

Input:
- gross_pay: 3468.15
- payroll_month: 2026-06 → first-half row (2026-01 through 2026-06)
- allowed_deduction: 47.85

Case schedule first-half:
- rate: 0.04
- cap: 4500.00
- deduction: 400.00
- free: 1200.00
- upper: 2800.00
- middle_rate: 0.14
- upper_rate: 0.22

Calculations:
1. Employee contribution (R3): rate × min(gross, cap) = 0.04 × min(3468.15, 4500.00) = 0.04 × 3468.15 = 138.726 → round to 138.73.

2. Allowed deduction check (R4): must not exceed deduction cap (400.00) or gross pay minus rounded contribution = 3468.15 − 138.73 = 3329.42. 47.85 ≤ 400.00 and ≤ 3329.42. OK.

3. Taxable pay: gross − contribution − deduction = 3468.15 − 138.73 − 47.85 = 3281.57.

Check: 3468.15 − 138.73 = 3329.42; 3329.42 − 47.85 = 3281.57. Yes.

4. Income tax (R5), marginal:
- Tax-free: 1200.00 → untaxed.
- Middle bracket: from 1200 to upper 2800: portion = 2800 − 1200 = 1600 at 0.14 = 224.00.
- Upper bracket: above 2800: 3281.57 − 2800 = 481.57 at 0.22 = 105.9454 → but do not round intermediate products separately before summing. Sum: 224.00 + 105.9454 = 329.9454 → round half-up to 329.95.

Wait, 481.57 × 0.22 = 105.9454. Total = 224 + 105.9454 = 329.9454 → rounds to 329.95.

5. Net pay: gross − contribution − deduction − tax = 3468.15 − 138.73 − 47.85 − 329.95 = ?

3468.15 − 138.73 = 3329.42
3329.42 − 47.85 = 3281.57
3281.57 − 329.95 = 2951.62.

Net pay = 2951.62.

Fields:
- decision: "calculate"
- currency: "LCR"
- gross_pay: "3468.15"
- employee_contribution: "138.73"
- allowed_deduction: "47.85"
- taxable_pay: "3281.57"
- income_tax: "329.95"
- net_pay: "2951.62"
- clauses: R1, R2, R3, R4, R5, R6. Also maybe R1 for schedule selection. The schedule is authoritative per R1. Cite R1 through R6.

Clauses: ["R1","R2","R3","R4","R5","R6"].

Explanation optional; can include a brief explanation. The instructions say an optional explanation string is permitted. I'll include a short one.

Return one JSON object without markdown fences.