Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 51
GLM 5.3 Flash · Tool use · Task 51 (Calculation, below tax-free line) Mean 50.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (-50%)
decision calculate calculate calculate (malformed)
currency LCR LCR LCR (malformed)
gross pay 850.21 850.21 850.21 (malformed)
employee contribution 51.01 51.01 51.01 (malformed)
allowed deduction 125.58 125.58 125.58 (malformed)
taxable pay 673.62 673.62 673.62 (malformed)
income tax 0.00 0.00 0.00 (malformed)
net pay 673.62 673.62 673.62 (malformed)
clauses R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 (malformed)
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 · 10.0s · $0.0013
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": "39d9a95cfc04fd53-payroll", "kind": "payroll"},
  {"id": "39d9a95cfc04fd53-contract", "kind": "contract"}
]
Assistant
read_document(document_id="39d9a95cfc04fd53-payroll")read_document(document_id="39d9a95cfc04fd53-contract")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "850.21", "payroll_month": "2026-01", "allowed_deduction": "125.58"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "850.21"
}
Assistant
lookup_reference(reference="first-half")
Reasoning
Payroll: gross_pay 850.21, payroll_month 2026-01, allowed_deduction 125.58. Contract gross pay 850.21 matches, so no conflict.

Month 2026-01 is in the first half of 2026. I need to look up the reference row. The rules mention a reference_tables schedule available through lookup_reference. Let me look up first-half.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "2800.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Assistant
calculate(program="contribution = round(min(850.21, 4500.00) * 0.06, 2)\ndeduction_check_cap = min(400.00, 850.21 - contribution)\ntaxable = 850.21 - contribution - 125.58\ntax_free_portion = min(taxable, 1100.00)\nmiddle_portion = max(0.00, min(taxable, 2800.00) - 1100.00)\nupper_portion = max(0.00, taxable - 2800.00)\nincome_tax = round(tax_free_portion * 0.00 + middle_portion * 0.12 + upper_portion * 0.18, 2)\nnet_pay = 850.21 - contribution - 125.58 - income_tax")
Reasoning
The first-half row covers 2026-01 through 2026-06 (months ["2026-01", "2026-06"] presumably meaning the range). Rate 0.06, cap 4500.00, deduction cap 400.00, free 1100.00, upper 2800.00, middle_rate 0.12, upper_rate 0.18.

Now compute:
- Employee contribution = 0.06 * min(850.21, 4500.00) = 0.06 * 850.21 = 51.0126 → round to 51.01.
- Allowed deduction = 125.58. Check cap: must not exceed 400.00 or gross pay minus rounded contribution = 850.21 - 51.01 = 799.20. 125.58 ≤ both. OK.
- Taxable pay = 850.21 - 51.01 - 125.58 = 673.62.
- Income tax: taxable 673.62 ≤ free 1100.00, so tax = 0.00.
- Net pay = 850.21 - 51.01 - 125.58 - 0.00 = 673.62.

Let me verify with calculate.
Tool
{
  "results": {"contribution": "51.01", "deduction_check_cap": "400.00", "taxable": "673.62", "tax_free_portion": "673.62", "middle_portion": "0.00", "upper_portion": "0.00", "income_tax": "0.00", "net_pay": "673.62"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "850.21",
  "employee_contribution": "51.01",
  "allowed_deduction": "125.58",
  "taxable_pay": "673.62",
  "income_tax": "0.00",
  "net_pay": "673.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-01 selects the first-half reference row (rate 0.06, cap 4500.00, deduction cap 400.00, free 1100.00, upper 2800.00, middle 0.12, upper 0.18). Employee contribution = 0.06 \u00d7 min(850.21, 4500.00) = 51.01. Allowed deduction 125.58 is within the 400.00 cap and within gross pay minus the rounded contribution (799.20). Taxable pay = 850.21 \u2212 51.01 \u2212 125.58 = 673.62, which is entirely below the 1100.00 tax-free amount, so income tax is 0.00. Net pay = 850.21 \u2212 51.01 \u2212 125.58 \u2212 0.00 = 673.62. The contract gross pay (850.21) matches the payroll record, so no amendment is required."
}
Reasoning
All checks pass:
- gross_pay 850.21, month 2026-01 covered by first-half row.
- Contract gross pay 850.21 matches payroll gross pay — no conflict, no amendment needed.
- Employee contribution = 51.01.
- Allowed deduction 125.58 ≤ 400.00 (deduction cap) and ≤ 850.21 - 51.01 = 799.20. Valid.
- Taxable pay = 673.62, below the 1100.00 free amount, so income tax = 0.00.
- Net pay = 673.62.

Citations: R1 (month selection/row), R2 (rounding), R3 (contribution), R4 (deduction and taxable pay), R5 (tax), R6 (net pay). No R9 needed since contract matches.
Rollout #2 100.0% passed · 6 tool calls · 9.2s · $0.0015
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()lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
Let me start by listing documents and looking up the reference tables. Actually, I need to first list documents to find the case inputs, then read them. The lookup_reference calls are independent of the documents, but I don't know which half to look up until I know the payroll month. However, I could look up both halves in parallel with list_documents. Let me do that: list_documents + lookup_reference(first-half) + lookup_reference(second-half) in one block.
Tool
[
  {"id": "39d9a95cfc04fd53-payroll", "kind": "payroll"},
  {"id": "39d9a95cfc04fd53-contract", "kind": "contract"}
]
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "2800.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.05",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3000.00",
  "middle_rate": "0.08",
  "upper_rate": "0.20"
}
Assistant
read_document(document_id="39d9a95cfc04fd53-payroll")read_document(document_id="39d9a95cfc04fd53-contract")
Reasoning
Now read both documents to get the payroll record and contract.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "850.21", "payroll_month": "2026-01", "allowed_deduction": "125.58"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "850.21"
}
Assistant
calculate(program="gross = 850.21\ncontribution = round(min(850.21, 4500.00) * 0.06, 2)\ntaxable = gross - contribution - 125.58\ntax = 0.00\nnet = gross - contribution - 125.58 - tax")
Reasoning
Payroll month 2026-01 → first-half row: rate 0.06, cap 4500.00, deduction cap 400.00, free 1100.00, upper 2800.00, middle_rate 0.12, upper_rate 0.18.

Inputs: gross_pay = 850.21, allowed_deduction = 125.58 (≤ 400.00 cap). Contract gross_pay matches payroll gross_pay (850.21), so no conflict, no amendment needed.

Employee contribution = min(850.21, 4500.00) * 0.06 = 51.0126 → round half up to 51.01.

Taxable pay = 850.21 − 51.01 − 125.58 = 673.62.

Taxable pay 673.62 ≤ free 1100.00 → income tax = 0.00.

Net pay = 850.21 − 51.01 − 125.58 − 0.00 = 673.62.

Let me verify with calculate.
Tool
{
  "results": {"gross": "850.21", "contribution": "51.01", "taxable": "673.62", "tax": "0.00", "net": "673.62"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "850.21",
  "employee_contribution": "51.01",
  "allowed_deduction": "125.58",
  "taxable_pay": "673.62",
  "income_tax": "0.00",
  "net_pay": "673.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-01 selects the first-half reference row (rate 0.06, cap 4500.00, deduction cap 400.00, free 1100.00). Employee contribution = min(850.21, 4500.00) \u00d7 0.06 = 51.0126 \u2192 51.01. Allowed deduction 125.58 is within the 400.00 cap and within available pay (850.21 \u2212 51.01), so it is accepted. Taxable pay = 850.21 \u2212 51.01 \u2212 125.58 = 673.62, which is below the 1100.00 tax-free amount, so income tax is 0.00. Net pay = 850.21 \u2212 51.01 \u2212 125.58 \u2212 0.00 = 673.62. Contract gross pay matches the payroll record, so no amendment was needed."
}
Reasoning
All checks:
- gross_pay present: 850.21 (valid, two decimals)
- payroll_month: 2026-01 → first-half row applies (rate 0.06, cap 4500.00, deduction 400.00, free 1100.00, upper 2800.00, middle 0.12, upper 0.18)
- No contract conflict: contract gross_pay 850.21 equals payroll gross_pay → no amendment needed, no R9 citation.
- allowed_deduction 125.58 ≤ min(400.00 cap, 850.21 − 51.01 = 799.20) → valid.
- Contribution: min(850.21, 4500.00) × 0.06 = 51.0126 → 51.01.
- Taxable: 673.62 ≤ free 1100.00 → tax 0.00.
- Net: 673.62.

Return R6 JSON with clauses R1, R2, R3, R4, R5, R6.
Rollout #3 -50.0% malformed · 6 tool calls · 12.8s · $0.0018
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 and looking up the reference tables. The task says reference rows are available only through lookup_reference. I need to know the payroll month first, though. Let me list documents first, then read the document, then lookup the reference based on the month.

Independent calls: list_documents can be done first. lookup_reference requires knowing which half to use — depends on the payroll month. So first call list_documents alone (or I could call both halves, but better to know the month first).

Let me call list_documents.
Tool
[
  {"id": "39d9a95cfc04fd53-payroll", "kind": "payroll"},
  {"id": "39d9a95cfc04fd53-contract", "kind": "contract"}
]
Assistant
read_document(document_id="39d9a95cfc04fd53-payroll")read_document(document_id="39d9a95cfc04fd53-contract")
Reasoning
Let me read both documents in parallel since they're independent.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "850.21", "payroll_month": "2026-01", "allowed_deduction": "125.58"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "850.21"
}
Assistant
lookup_reference(reference="first-half")
Reasoning
Payroll month is 2026-01, which is in the first half of 2026. Let me look up the first-half reference.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "2800.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Assistant
calculate(program="gross = 850.21\ncap = 4500.00\ncontribution = round(min(gross, cap) * 0.06, 2)\ndeduction_cap = 400.00\nallowed = min(125.58, deduction_cap, gross - contribution)\ntaxable = gross - contribution - allowed\nfree = 1100.00\nupper = 2800.00\nmiddle_rate = 0.12\nupper_rate = 0.18\ntax_middle = max(0, min(taxable, upper) - free) * middle_rate\ntax_upper = max(0, taxable - upper) * upper_rate\ntax = round(tax_middle + tax_upper, 2)\nnet = gross - contribution - allowed - tax\ncontribution\nallowed\ntaxable\ntax\nnet")
Reasoning
Payroll month 2026-01 is covered by the first-half reference row.

Inputs:
- gross_pay = 850.21
- allowed_deduction = 125.58
- contract gross_pay = 850.21 — matches, no conflict, no amendment needed.

Check R4: allowed_deduction must not exceed the selected deduction cap (400.00) or gross pay minus the rounded employee contribution.

Employee contribution (R3): rate 0.06 × min(850.21, 4500.00) = 0.06 × 850.21 = 51.0126 → round half up to 51.01.

Allowed deduction check: min(400.00, 850.21 − 51.01 = 799.20) = 400.00. 125.58 ≤ 400.00 and ≤ 799.20. Valid.

Taxable pay (R4): 850.21 − 51.01 − 125.58 = 673.62.

Income tax (R5): taxable 673.62.
- Free amount: 1100.00. Taxable pay 673.62 ≤ 1100.00, so all untaxed. Tax = 0.00.

Net pay (R6): 850.21 − 51.01 − 125.58 − 0.00 = 673.62.

Let me verify with the calculator.
Tool
{
  "error": "Each line must assign one name, such as total = 1 + 2"
}
Assistant
calculate(program="gross = 850.21\ncap = 4500.00\ncontribution = round(min(gross, cap) * 0.06, 2)\ndeduction_cap = 400.00\nallowed = min(125.58, deduction_cap, gross - contribution)\ntaxable = gross - contribution - allowed\nfree = 1100.00\nupper = 2800.00\nmiddle_rate = 0.12\nupper_rate = 0.18\ntax_middle = max(0, min(taxable, upper) - free) * middle_rate\ntax_upper = max(0, taxable - upper) * upper_rate\ntax = round(tax_middle + tax_upper, 2)\nnet = gross - contribution - allowed - tax")
Reasoning
The calculator doesn't accept a line like `contribution` alone as output — every line must be an assignment. Let me restructure: assign each output to a name, and the last line's value... Actually it says "Returns the value of every assigned name." So I just need each line to be an assignment. Let me fix.
Tool
{
  "results": {"gross": "850.21", "cap": "4500.00", "contribution": "51.01", "deduction_cap": "400.00", "allowed": "125.58", "taxable": "673.62", "free": "1100.00", "upper": "2800.00", "middle_rate": "0.12", "upper_rate": "0.18", "tax_middle": "0.00", "tax_upper": "0.00", "tax": "0.00", "net": "673.62"}
}
Assistant
```json
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "850.21",
  "employee_contribution": "51.01",
  "allowed_deduction": "125.58",
  "taxable_pay": "673.62",
  "income_tax": "0.00",
  "net_pay": "673.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
  "explanation": "Payroll month 2026-01 selects the first-half reference row (rate 0.06, cap 4500.00, deduction cap 400.00, free 1100.00, upper 2800.00, middle 0.12, upper 0.18). Employee contribution = 0.06 × min(850.21, 4500.00) = 51.0126 → 51.01 (R3). Allowed deduction 125.58 is valid: ≤ 400.00 cap and ≤ 850.21 − 51.01 = 799.20 (R4). Taxable pay = 850.21 − 51.01 − 125.58 = 673.62 (R4). Taxable pay is below the 1100.00 tax-free amount, so income tax = 0.00 (R5). Net pay = 850.21 − 51.01 − 125.58 − 0.00 = 673.62 (R6). Contract gross pay 850.21 matches the payroll record, so no amendment is needed."
}
```
Reasoning
Results:
- Employee contribution: 51.01 (0.06 × 850.21 = 51.0126 → 51.01)
- Allowed deduction: 125.58 (valid: ≤ 400.00 cap and ≤ 799.20 available)
- Taxable pay: 673.62
- Income tax: 0.00 (taxable ≤ 1100.00 free amount)
- Net pay: 673.62

Contract gross (850.21) matches payroll gross, so no conflict, no R9 citation needed.

Return R6 JSON with clauses R1–R6.