← 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
| Component | Score | Clauses |
|---|---|---|
| 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
| Component | Score | Clauses |
|---|---|---|
| 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
| Component | Score | Clauses |
|---|---|---|
| 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.