← Heatmap / DeepSeek V4.1 Flash · Task 17
DeepSeek V4.1 Flash · Tool use · Task 17 (Calculation, at the tax-free line)
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 | 1430.25 | 1430.25 | 1430.25 | 1430.25 |
| employee contribution | 114.42 | 114.42 | 114.42 | 114.42 |
| allowed deduction | 115.82 | 115.82 | 115.82 | 115.82 |
| taxable pay | 1200.01 | 1200.01 | 1200.01 | 1200.01 |
| income tax | 0.00 | 0.00 | 0.00 | 0.00 |
| net pay | 1200.01 | 1200.01 | 1200.01 | 1200.01 |
| 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 · 4.8s · $0.0019
| 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": "c0b6cf337e756b28-payroll", "kind": "payroll"},
{"id": "c0b6cf337e756b28-contract", "kind": "contract"}
]
Assistant
read_document(document_id="c0b6cf337e756b28-payroll")read_document(document_id="c0b6cf337e756b28-contract")Reasoning
Let me read both documents.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "1430.25", "payroll_month": "2026-03", "allowed_deduction": "115.82"}
}
Tool
{
"kind": "contract",
"gross_pay": "1430.25"
}
Assistant
lookup_reference(reference="first-half")Reasoning
Payroll month 2026-03, first-half. Let me look up reference.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Assistant
calculate(program="employee_contribution = round(min(1430.25, 4000.00) * 0.08, 2)\ntaxable_pay = round(1430.25 - employee_contribution - 115.82, 2)\nmiddle_tax = round(max(min(taxable_pay, 3000.00) - 1200.00, 0) * 0.14, 2)\nupper_tax = round(max(taxable_pay - 3000.00, 0) * 0.18, 2)\nincome_tax = round(middle_tax + upper_tax, 2)\nnet_pay = round(1430.25 - employee_contribution - 115.82 - income_tax, 2)")Reasoning
March 2026 is in first-half (2026-01 to 2026-06). Good. Inputs: - gross_pay = 1430.25 - payroll_month = 2026-03 - allowed_deduction = 115.82 - contract_gross_pay = 1430.25 (matches gross_pay, no conflict) Reference row first-half: - rate = 0.08 - cap = 4000.00 - deduction cap = 400.00 - free = 1200.00 - upper = 3000.00 - middle_rate = 0.14 - upper_rate = 0.18 Employee contribution = rate * min(gross, cap) = 0.08 * min(1430.25, 4000.00) = 0.08 * 1430.25 = 114.42. Allowed deduction = 115.82. Check: must not exceed deduction cap (400.00) or gross pay minus rounded employee contribution (1430.25 - 114.42 = 1315.83). 115.82 <= 400 and <= 1315.83. OK. Taxable pay = gross - employee contribution - allowed deduction = 1430.25 - 114.42 - 115.82 = 1200.01. Income tax: taxable pay 1200.01. Free 1200.00. Portion above free = 0.01, up to upper boundary 3000.00 uses middle rate 0.14. So tax = 0.01 * 0.14 = 0.0014 → round half up = 0.00. Net pay = gross - employee contribution - allowed deduction - income tax = 1430.25 - 114.42 - 115.82 - 0.00 = 1200.01. Let me verify with calculate.
Tool
{
"results": {"employee_contribution": "114.42", "taxable_pay": "1200.01", "middle_tax": "0.00", "upper_tax": "0.00", "income_tax": "0.00", "net_pay": "1200.01"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "1430.25",
"employee_contribution": "114.42",
"allowed_deduction": "115.82",
"taxable_pay": "1200.01",
"income_tax": "0.00",
"net_pay": "1200.01",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
All good. Contract gross matches, no conflict. Answer.
Rollout #2 100.0% passed · 5 tool calls · 4.8s · $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": "c0b6cf337e756b28-payroll", "kind": "payroll"},
{"id": "c0b6cf337e756b28-contract", "kind": "contract"}
]
Assistant
read_document(document_id="c0b6cf337e756b28-payroll")read_document(document_id="c0b6cf337e756b28-contract")Reasoning
Read both documents.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "1430.25", "payroll_month": "2026-03", "allowed_deduction": "115.82"}
}
Tool
{
"kind": "contract",
"gross_pay": "1430.25"
}
Assistant
lookup_reference(reference="first-half")Reasoning
Payroll month 2026-03, first half (Jan-Jun). Need reference row for first-half. Contract gross_pay = 1430.25 matches gross_pay, so no conflict. Lookup reference first-half.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Assistant
calculate(program="contribution = round(min(1430.25, 4000.00) * 0.08, 2)\ntaxable = 1430.25 - contribution - 115.82\nmiddle = round(max(0, min(taxable, 3000.00) - 1200.00) * 0.14, 2)\nupper = round(max(0, taxable - 3000.00) * 0.18, 2)\ntax = round(middle + upper, 2)\nnet = 1430.25 - contribution - 115.82 - tax")Reasoning
Now compute. gross_pay = 1430.25 employee_contribution = rate * min(gross, cap) = 0.08 * min(1430.25, 4000.00) = 0.08 * 1430.25 = 114.42 allowed_deduction = 115.82. Must not exceed deduction cap 400.00 nor gross - employee contribution = 1430.25 - 114.42 = 1315.83. 115.82 <= 400 and <= 1315.83. OK. taxable_pay = 1430.25 - 114.42 - 115.82 = 1200.01 income_tax: free 1200.00 untaxed. taxable pay 1200.01, portion above free = 0.01 up to upper 3000 -> middle rate 0.14. 0.01*0.14 = 0.0014 -> round 0.00. income_tax = 0.00 net_pay = 1430.25 - 114.42 - 115.82 - 0.00 = 1200.01 Let me verify with calculate.
Tool
{
"results": {"contribution": "114.42", "taxable": "1200.01", "middle": "0.00", "upper": "0.00", "tax": "0.00", "net": "1200.01"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "1430.25",
"employee_contribution": "114.42",
"allowed_deduction": "115.82",
"taxable_pay": "1200.01",
"income_tax": "0.00",
"net_pay": "1200.01",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
All good. Contract matches gross pay, no conflict, no amendment needed. Answer fields: decision, currency, gross_pay, employee_contribution, allowed_deduction, taxable_pay, income_tax, net_pay, clauses. Clauses R1-R6.
Rollout #3 100.0% passed · 5 tool calls · 5.4s · $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": "c0b6cf337e756b28-payroll", "kind": "payroll"},
{"id": "c0b6cf337e756b28-contract", "kind": "contract"}
]
Assistant
read_document(document_id="c0b6cf337e756b28-payroll")read_document(document_id="c0b6cf337e756b28-contract")Tool
{
"kind": "payroll",
"record": {"gross_pay": "1430.25", "payroll_month": "2026-03", "allowed_deduction": "115.82"}
}
Tool
{
"kind": "contract",
"gross_pay": "1430.25"
}
Assistant
lookup_reference(reference="first-half")Reasoning
Payroll month 2026-03, first half. Contract gross_pay matches gross_pay, so no conflict. Need reference row for first-half. Let me lookup_reference first-half.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Assistant
calculate(program="contribution = round(min(1430.25, 4000.00) * 0.08, 2)\ntaxable = 1430.25 - contribution - 115.82\nmiddle_tax = round(max(min(taxable, 3000.00) - 1200.00, 0) * 0.14, 2)\nupper_tax = round(max(taxable - 3000.00, 0) * 0.18, 2)\nincome_tax = round(middle_tax + upper_tax, 2)\nnet = round(1430.25 - contribution - 115.82 - income_tax, 2)")Reasoning
Month 2026-03 is in first-half (2026-01 to 2026-06). Row: rate 0.08, cap 4000.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle_rate 0.14, upper_rate 0.18. Gross pay = 1430.25. Employee contribution = 0.08 * min(1430.25, 4000.00) = 0.08 * 1430.25 = 114.42. Allowed deduction = 115.82. Check cap: must not exceed deduction cap 400.00 or gross pay minus rounded employee contribution = 1430.25 - 114.42 = 1315.83. 115.82 ≤ 400 and ≤ 1315.83. OK. Taxable pay = 1430.25 - 114.42 - 115.82 = 1200.01. Income tax: taxable pay up to free 1200.00 untaxed. Portion above up to upper 3000.00 uses middle rate. Taxable 1200.01, so portion above free = 0.01 at 0.14 = 0.0014 → round to 0.00. Total income tax = 0.00. Net pay = 1430.25 - 114.42 - 115.82 - 0.00 = 1200.01. Let me compute exactly with calculator.
Tool
{
"results": {"contribution": "114.42", "taxable": "1200.01", "middle_tax": "0.00", "upper_tax": "0.00", "income_tax": "0.00", "net": "1200.01"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "1430.25",
"employee_contribution": "114.42",
"allowed_deduction": "115.82",
"taxable_pay": "1200.01",
"income_tax": "0.00",
"net_pay": "1200.01",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-03 selects the first-half row (rate 0.08, cap 4000.00, deduction cap 400.00, free 1200.00, upper 3000.00, middle 0.14, upper 0.18). Contribution = 0.08 x 1430.25 = 114.42. Deduction 115.82 is within the 400.00 cap and within gross minus contribution (1315.83). Taxable = 1430.25 - 114.42 - 115.82 = 1200.01; only 0.01 exceeds the 1200.00 free amount, giving tax 0.0014 -> 0.00. Net = 1200.01. Contract gross matches, so no amendment is needed."
}
Reasoning
All good. Contract matches gross pay, no conflict. Return calculate. Clauses: R1-R6 (no amendment needed). Contract value matches, no R9 needed.