Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 7
GLM 5.3 Flash · Tool use · Task 7 (Calculation, wage cap binds) Mean 50.0%
Field Expected Rollout #1 (100%) Rollout #2 (-50%) Rollout #3 (100%)
decision calculate calculate (malformed) calculate
currency LCR LCR (malformed) LCR
gross pay 8370.45 8370.45 (malformed) 8370.45
employee contribution 200.00 200.00 (malformed) 200.00
allowed deduction 370.62 370.62 (malformed) 370.62
taxable pay 7799.83 7799.83 (malformed) 7799.83
income tax 1267.96 1267.96 (malformed) 1267.96
net pay 6531.87 6531.87 (malformed) 6531.87
clauses R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 (malformed) R1 R2 R3 R4 R5 R6
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 JSON answer.
Retrieve the case inputs with list_documents and read_document. Reference rows are available only through lookup_reference. Use calculate for exact decimal arithmetic.
Rollouts
Rollout #1 100.0% passed · 5 tool calls · 12.3s · $0.0018
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
list_documents()
Reasoning
Let me start by listing the documents to see what inputs we have.
Tool
[
  {"id": "9869ba945ef7380b-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9869ba945ef7380b-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "8370.45", "payroll_month": "2026-05", "allowed_deduction": "370.62"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
The payroll record: gross_pay 8370.45, payroll_month 2026-05, allowed_deduction 370.62.

Now I need the reference row for 2026-05. The month is in the second half (May... wait, first-half vs second-half — need to check the boundaries). Let me look up both halves to determine which covers 2026-05. Actually, "first-half" and "second-half" of the year presumably: first half = Jan–Jun, second half = Jul–Dec. But I should look up to confirm. Let me call lookup_reference for both to be safe — they're independent calls.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.04",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3600.00",
  "middle_rate": "0.10",
  "upper_rate": "0.24"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.04",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Assistant
calculate(program="contribution_base = min(8370.45, 5000.00)\nemployee_contribution = round(contribution_base * 0.04, 2)\navailable = 8370.45 - employee_contribution\nallowed_deduction = min(370.62, 400.00, available)\ntaxable_pay = 8370.45 - employee_contribution - allowed_deduction\nmiddle_portion = min(taxable_pay, 3600.00) - 1000.00\nupper_portion = max(taxable_pay - 3600.00, 0)\nincome_tax = round(middle_portion * 0.10 + upper_portion * 0.24, 2)\nnet_pay = 8370.45 - employee_contribution - allowed_deduction - income_tax")
The payroll month 2026-05 falls within the first-half reference row (2026-01 through 2026-06). Now I'll compute the exact figures.
Reasoning
The first-half covers months 2026-01 through 2026-06 (the "months" field shows the range endpoints: ["2026-01", "2026-06"]). The payroll month is 2026-05, which falls within 2026-01 to 2026-06, so the first-half row applies:

- rate: 0.04
- cap: 5000.00
- deduction: 400.00
- free: 1000.00
- upper: 3600.00
- middle_rate: 0.10
- upper_rate: 0.24

Now compute:

R3: employee contribution = 0.04 * min(8370.45, 5000.00) = 0.04 * 5000.00 = 200.00

R4: allowed_deduction = 370.62. Check: must not exceed deduction cap 400.00, nor gross pay minus rounded contribution = 8370.45 - 200.00 = 8170.45. 370.62 ≤ both, so valid.

Taxable pay = 8370.45 - 200.00 - 370.62 = 7799.83.

R5: income tax:
- Portion up to free (1000.00): untaxed.
- Portion above 1000 up to upper (3600): 3600 - 1000 = 2600 * 0.10 = 260.00
- Portion above 3600: 7799.83 - 3600 = 4199.83 * 0.24 = 1007.9592

Total tax = 260.00 + 1007.9592 = 1267.9592 → round half up to 1267.96.

R6: net pay = 8370.45 - 200.00 - 370.62 - 1267.96 = 6531.87.

Let me verify with calculate.
Tool
{
  "results": {"contribution_base": "5000.00", "employee_contribution": "200.00", "available": "8170.45", "allowed_deduction": "370.62", "taxable_pay": "7799.83", "middle_portion": "2600.00", "upper_portion": "4199.83", "income_tax": "1267.96", "net_pay": "6531.87"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "8370.45",
  "employee_contribution": "200.00",
  "allowed_deduction": "370.62",
  "taxable_pay": "7799.83",
  "income_tax": "1267.96",
  "net_pay": "6531.87",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-05 selects the first-half reference row (2026-01 to 2026-06): rate 0.04, cap 5000.00, deduction cap 400.00, free 1000.00, upper 3600.00, middle_rate 0.10, upper_rate 0.24. Employee contribution = 0.04 \u00d7 min(8370.45, 5000.00) = 200.00 (R3). Allowed deduction 370.62 is valid: \u2264 400.00 cap and \u2264 8370.45 \u2212 200.00 = 8170.45 (R4). Taxable pay = 8370.45 \u2212 200.00 \u2212 370.62 = 7799.83. Income tax = 2600.00 \u00d7 0.10 + 4199.83 \u00d7 0.24 = 1267.9592 \u2192 1267.96 (R5, rounded per R2). Net pay = 8370.45 \u2212 200.00 \u2212 370.62 \u2212 1267.96 = 6531.87 (R6)."
}
Reasoning
All checks pass:
- gross_pay present, payroll_month present, 2026-05 covered by first-half row.
- No contract_gross_pay or amendment conflicts.
- allowed_deduction 370.62 ≤ cap 400.00 and ≤ gross - contribution (8170.45). Valid.

Results:
- employee_contribution = 200.00
- allowed_deduction = 370.62
- taxable_pay = 7799.83
- income_tax = 1267.96
- net_pay = 6531.87

Citations: R1 (row selection), R2 (rounding), R3 (contribution), R4 (deduction/taxable), R5 (tax brackets), R6 (net pay). No amendment needed, so no R9.
Rollout #2 -50.0% malformed · 4 tool calls · 8.0s · $0.0013
ComponentScoreClauses
decision 0.0% R1 R2 R3 R4 R5 R6
exact 0.0% R1 R2 R3 R4 R5 R6
field accuracy 0.0% R1 R2 R3 R4 R5 R6
citations 0.0% R1 R2 R3 R4 R5 R6
Assistant
list_documents()
Reasoning
Let me start by listing the documents to see what inputs we have.
Tool
[
  {"id": "9869ba945ef7380b-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9869ba945ef7380b-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "8370.45", "payroll_month": "2026-05", "allowed_deduction": "370.62"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
The record has gross_pay, payroll_month (2026-05), and an allowed_deduction. May 2026 is covered by 2026 rows. I need to determine which half's reference row applies — let me look up both halves.
Reasoning
The payroll record:
- gross_pay: 8370.45
- payroll_month: 2026-05
- allowed_deduction: 370.62

Payroll month is 2026-05, which is covered by 2026 reference rows. May is in the second half (months 07-12 are second half? Let me check). Actually first-half and second-half — need to check what months each covers. Let me look up both halves to determine which applies to 2026-05. May (05) — I need to check the reference tables. Let me call lookup_reference for both halves to see.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.04",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3600.00",
  "middle_rate": "0.10",
  "upper_rate": "0.24"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.04",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3600.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Assistant
The payroll month 2026-05 is not covered by either reference row: the first-half row covers 2026-01 and 2026-06, and the second-half row covers 2026-07 and 2026-12. Under R7(3), a month without a reference row requires clarification and no extrapolation of a neighboring row (R4 also forbids assuming a reference row when the applicable row is absent, even though the 370.62 deduction is structurally valid against the largest reference cap of 400.00).

{"decision": "clarify", "reason_code": "NO_APPLICABLE_REFERENCE", "clauses": ["R1", "R7"], "explanation": "Payroll month 2026-05 has no applicable reference row: the first-half row covers only 2026-01 and 2026-06 and the second-half row covers only 2026-07 and 2026-12. Please provide a covered payroll month or an authoritative reference row for 2026-05; no payslip can be calculated without it."}
Reasoning
The reference rows:
- first-half: months ["2026-01", "2026-06"], rate 0.04, cap 5000.00, deduction 400.00, free 1000.00, upper 3600.00, middle_rate 0.10, upper_rate 0.24
- second-half: months ["2026-07", "2026-12"], rate 0.04, cap 4000.00, deduction 400.00, free 1000.00, upper 3600.00, middle_rate 0.12, upper_rate 0.22

Payroll month is 2026-05. Neither row covers 2026-05! First-half covers 2026-01 and 2026-06; second-half covers 2026-07 and 2026-12. So 2026-05 has no applicable reference row.

Per R7 item 3: A month without a reference row → decision "clarify", reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Do not extrapolate an old row.

Wait — but R4 says: "When the month or applicable row is absent, accept structurally valid deductions up to the largest reference deduction cap for task validation, but do not calculate a payslip or assume a reference row." That's about validation of the deduction input, not about calculating. Since no applicable row exists for 2026-05, we must clarify with NO_APPLICABLE_REFERENCE.

The allowed_deduction of 370.62 is structurally valid (≤ 400.00, the largest reference deduction cap), but we still don't calculate.

Answer: decision "clarify", reason_code "NO_APPLICABLE_REFERENCE", clauses ["R1", "R7"], with a short explanation naming the unresolved blocker and asking for resolution.
Rollout #3 100.0% passed · 4 tool calls · 10.8s · $0.0017
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
list_documents()
Reasoning
Let me start by listing the documents to get the case inputs.
Tool
[
  {"id": "9869ba945ef7380b-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9869ba945ef7380b-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "8370.45", "payroll_month": "2026-05", "allowed_deduction": "370.62"}
}
Assistant
lookup_reference(reference="first-half")
Reasoning
The payroll record:
- gross_pay: 8370.45
- payroll_month: 2026-05
- allowed_deduction: 370.62

2026-05 is covered (only 2026 is covered). May 2026 — need to determine if it's first-half or second-half. Let me look up the reference. Typically first-half is Jan–Jun, second-half is Jul–Dec. Let me check lookup_reference.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.04",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3600.00",
  "middle_rate": "0.10",
  "upper_rate": "0.24"
}
Assistant
calculate(program="contribution = round(min(5000.00, 8370.45) * 0.04, 2)\navail = 8370.45 - contribution\ntaxable = 8370.45 - contribution - 370.62\nmiddle_portion = 3600.00 - 1000.00\nupper_portion = taxable - 3600.00\ntax = round(middle_portion * 0.10 + upper_portion * 0.24, 2)\nnet = 8370.45 - contribution - 370.62 - tax")
Reasoning
The first-half covers months 2026-01 through 2026-06 (the "months" field lists ["2026-01", "2026-06"], presumably meaning the range from 2026-01 to 2026-06). 2026-05 falls within this range.

Row values:
- rate: 0.04
- cap: 5000.00
- deduction cap: 400.00
- free: 1000.00
- upper: 3600.00
- middle_rate: 0.10
- upper_rate: 0.24

Now compute:
- Employee contribution = round(0.04 * min(5000.00, 8370.45), 2) = round(0.04 * 5000.00, 2) = 200.00
- Allowed deduction = 370.62. Check: must not exceed deduction cap 400.00 ✓, and must not exceed gross pay minus rounded contribution = 8370.45 - 200.00 = 8170.45 ✓. So 370.62 is valid.
- Taxable pay = 8370.45 - 200.00 - 370.62 = 7799.83
- Income tax: 
  - Free: 1000.00 untaxed
  - Portion above 1000 up to 3600: 3600 - 1000 = 2600 at 0.10 = 260.00
  - Portion above 3600: 7799.83 - 3600 = 4199.83 at 0.24 = 1007.9582 → but do not round intermediate products; sum then round.
  - Total = 260.00 + 1007.9582 = 1267.9582 → round to 1267.96
- Net pay = 8370.45 - 200.00 - 370.62 - 1267.96 = 6531.87

Let me verify with calculate.
Tool
{
  "results": {"contribution": "200.00", "avail": "8170.45", "taxable": "7799.83", "middle_portion": "2600.00", "upper_portion": "4199.83", "tax": "1267.96", "net": "6531.87"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "8370.45",
  "employee_contribution": "200.00",
  "allowed_deduction": "370.62",
  "taxable_pay": "7799.83",
  "income_tax": "1267.96",
  "net_pay": "6531.87",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-05 selects the first-half reference row (rate 0.04, cap 5000.00, deduction cap 400.00, free 1000.00, upper 3600.00, middle_rate 0.10, upper_rate 0.24). Employee contribution = 0.04 \u00d7 min(8370.45, 5000.00) = 200.00 (R3). Allowed deduction 370.62 is within the 400.00 cap and below available pay 8170.45 (R4), so taxable pay = 8370.45 \u2212 200.00 \u2212 370.62 = 7799.83. Income tax uses marginal brackets: 2600.00 \u00d7 0.10 + 4199.83 \u00d7 0.24 = 1267.9582, rounded half-up to 1267.96 (R5, R2). Net pay = 8370.45 \u2212 200.00 \u2212 370.62 \u2212 1267.96 = 6531.87 (R6)."
}
Reasoning
All checks pass:
- Month 2026-05 is within first-half range (2026-01 to 2026-06), row applies.
- Employee contribution: 0.04 × min(5000.00, 8370.45) = 200.00 (R3)
- Allowed deduction 370.62 ≤ 400.00 cap and ≤ 8170.45 available (R4) ✓
- Taxable pay = 7799.83 (R4)
- Income tax: 2600 × 0.10 + 4199.83 × 0.24 = 260.00 + 1007.9582 = 1267.9582 → 1267.96 (R5, R2)
- Net pay = 6531.87 (R6)

Return JSON with decision: calculate, currency LCR, all fields as two-decimal strings, clauses R1–R6. No amendment present, so no R9.