← Heatmap / DeepSeek V4.1 Flash · Task 7
DeepSeek V4.1 Flash · Tool use · Task 7 (Calculation, wage cap binds)
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 | 8370.45 | 8370.45 | 8370.45 | 8370.45 |
| employee contribution | 200.00 | 200.00 | 200.00 | 200.00 |
| allowed deduction | 370.62 | 370.62 | 370.62 | 370.62 |
| taxable pay | 7799.83 | 7799.83 | 7799.83 | 7799.83 |
| income tax | 1267.96 | 1267.96 | 1267.96 | 1267.96 |
| net pay | 6531.87 | 6531.87 | 6531.87 | 6531.87 |
| 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. 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 · 6.2s · $0.0020
| 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 documents.
Tool
[
{"id": "9869ba945ef7380b-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9869ba945ef7380b-payroll")Reasoning
Let me read the payroll document.
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
Payroll month 2026-05, first-half? Let me check reference. Need to look up first-half and second-half. 2026-05 is May, which is in first half presumably (Jan-Jun). Let me look up both.
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="employee_contribution = round(min(8370.45, 5000.00) * 0.04, 2)\ntaxable_pay = round(8370.45 - employee_contribution - 370.62, 2)\nincome_tax = round(2600.00 * 0.10 + max(taxable_pay - 3600.00, 0) * 0.24, 2)\nnet_pay = round(8370.45 - employee_contribution - 370.62 - income_tax, 2)")Reasoning
Payroll month 2026-05 falls in first-half. So use first-half row: rate 0.04, cap 5000.00, deduction 400.00, free 1000.00, upper 3600.00, middle_rate 0.10, upper_rate 0.24. Gross pay = 8370.45. Employee contribution = rate * min(gross, cap) = 0.04 * min(8370.45, 5000.00) = 0.04 * 5000.00 = 200.00. Allowed deduction: given 370.62. Must not exceed deduction cap (400.00) or gross pay minus rounded employee contribution (8370.45 - 200.00 = 8170.45). 370.62 <= 400 and <= 8170.45. OK. Taxable pay = gross - employee contribution - allowed deduction = 8370.45 - 200.00 - 370.62 = 7799.83. Income tax: progressive marginal. Free amount 1000.00 untaxed. Portion above free up to upper boundary 3600.00 uses middle rate 0.10. That's (3600 - 1000) = 2600.00 * 0.10 = 260.00. Portion above upper boundary uses upper rate 0.24: (7799.83 - 3600) = 4199.83 * 0.24 = 1007.9592 → round... but R2 says do not round intermediate bracket products separately before summing. So compute total: 260.00 + 4199.83*0.24 = 260.00 + 1007.9592 = 1267.9592 → round half up to 1267.96. Net pay = gross - employee contribution - allowed deduction - income tax = 8370.45 - 200.00 - 370.62 - 1267.96 = 6531.87. Let me compute with calculate.
Tool
{
"results": {"employee_contribution": "200.00", "taxable_pay": "7799.83", "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"]
}
Reasoning
All good. No contract_gross_pay or amendment present. Return calculate. Clauses: R1 through R6 (R7 not needed, R9 not needed). Cite R1, R2, R3, R4, R5, R6.
Rollout #2 100.0% passed · 4 tool calls · 5.1s · $0.0017
| 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 documents.
Tool
[
{"id": "9869ba945ef7380b-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9869ba945ef7380b-payroll")Reasoning
Let me read the document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "8370.45", "payroll_month": "2026-05", "allowed_deduction": "370.62"}
}
Assistant
lookup_reference(reference="first-half")Reasoning
Payroll month 2026-05, first-half. Let me look up 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(8370.45, 5000.00) * 0.04, 2)\ntaxable = 8370.45 - contribution - 370.62\nmiddle = (3600.00 - 1000.00) * 0.10\nupper = (taxable - 3600.00) * 0.24\nincome_tax = round(middle + upper, 2)\nnet = 8370.45 - contribution - 370.62 - income_tax")Reasoning
Month 2026-05 falls in first-half (2026-01 through 2026-06). Good. Now calculate. gross_pay = 8370.45 contribution rate = 0.04, cap = 5000.00 employee_contribution = round(min(8370.45, 5000.00) * 0.04, 2) = round(5000 * 0.04) = 200.00 allowed_deduction = 370.62 Check: must not exceed deduction cap (400.00) nor gross pay minus rounded employee contribution (8370.45 - 200.00 = 8170.45). 370.62 <= 400 and <= 8170.45. OK. taxable_pay = 8370.45 - 200.00 - 370.62 = 7799.83 income tax: free = 1000.00, upper = 3600.00 Taxable pay up to free untaxed. Portion above free up to upper boundary uses middle rate 0.10. Portion above upper boundary uses upper rate 0.24. middle bracket: from 1000 to 3600 = 2600.00 * 0.10 = 260.00 upper bracket: above 3600 = 7799.83 - 3600 = 4199.83 * 0.24 = 1007.9592 total = 260.00 + 1007.9592 = 1267.9592 → round half up = 1267.96 net_pay = 8370.45 - 200.00 - 370.62 - 1267.96 = 6531.87 Let me compute with calculator.
Tool
{
"results": {"contribution": "200.00", "taxable": "7799.83", "middle": "260.0000", "upper": "1007.9592", "income_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"]
}
Reasoning
All good. Now produce the JSON answer.
Rollout #3 100.0% passed · 4 tool calls · 4.3s · $0.0018
| 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 documents.
Tool
[
{"id": "9869ba945ef7380b-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9869ba945ef7380b-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "8370.45", "payroll_month": "2026-05", "allowed_deduction": "370.62"}
}
Assistant
lookup_reference(reference="first-half")Reasoning
Payroll month 2026-05, first-half. Let me look up 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(8370.45, 5000.00) * 0.04, 2)\ntaxable = 8370.45 - contribution - 370.62\nmiddle = round((3600.00 - 1000.00) * 0.10, 2)\nupper = round((taxable - 3600.00) * 0.24, 2)\ntax = round(middle + upper, 2)\nnet = round(8370.45 - contribution - 370.62 - tax, 2)")Reasoning
Month 2026-05 covered by first-half (2026-01 to 2026-06). Now compute. gross_pay = 8370.45 contribution rate = 0.04, cap = 5000.00 employee_contribution = 0.04 * min(8370.45, 5000.00) = 0.04 * 5000.00 = 200.00 allowed_deduction = 370.62. Check cap: deduction cap 400.00, and gross minus rounded contribution = 8370.45 - 200.00 = 8170.45. 370.62 <= 400.00 and <= 8170.45. OK. taxable_pay = 8370.45 - 200.00 - 370.62 = 7799.83 income tax: free 1000.00, upper 3600.00, middle 0.10, upper 0.24. Portion up to free: 1000 untaxed. Portion above free up to upper boundary 3600: (3600 - 1000) = 2600 at 0.10 = 260.00 Portion above 3600: 7799.83 - 3600 = 4199.83 at 0.24 = 1007.9592 Total = 260 + 1007.9592 = 1267.9592 → round 1267.96 net_pay = 8370.45 - 200.00 - 370.62 - 1267.96 = 6531.87 Let me compute via tool.
Tool
{
"results": {"contribution": "200.00", "taxable": "7799.83", "middle": "260.00", "upper": "1007.96", "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"]
}
Reasoning
Note: R2 says do not round intermediate bracket products separately before summing income tax. So I should compute middle and upper without rounding then sum then round. Let me redo: middle = 2600*0.10 = 260.00 exactly. upper = 4199.83*0.24 = 1007.9592. Sum = 1267.9592 → round half up = 1267.96. Same result. Good. Final answer.