← Heatmap / DeepSeek V4.1 Flash · Task 55
DeepSeek V4.1 Flash · Tool use · Task 55 (Calculation, middle bracket)
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 | 3092.77 | 3092.77 | 3092.77 | 3092.77 |
| employee contribution | 216.49 | 216.49 | 216.49 | 216.49 |
| allowed deduction | 0.00 | 0.00 | 0.00 | 0.00 |
| taxable pay | 2876.28 | 2876.28 | 2876.28 | 2876.28 |
| income tax | 187.63 | 187.63 | 187.63 | 187.63 |
| net pay | 2688.65 | 2688.65 | 2688.65 | 2688.65 |
| 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 · 4 tool calls · 4.5s · $0.0016
| 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": "2dabbb0836821c10-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="2dabbb0836821c10-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "3092.77", "payroll_month": "2026-06"}
}
Assistant
lookup_reference(reference="first-half")Reasoning
No amendment, no contract_gross_pay. Month 2026-06 is first half (Jan-Jun). Let me look up reference.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="gross = 3092.77\nemployee_contribution = round(min(gross, 3500.00) * 0.07, 2)\nallowed_deduction = 0.00\ntaxable_pay = round(gross - employee_contribution - allowed_deduction, 2)\nmiddle_portion = max(0, min(taxable_pay, 3000.00) - 1000.00)\nupper_portion = max(0, taxable_pay - 3000.00)\nincome_tax = round(middle_portion * 0.10 + upper_portion * 0.18, 2)\nnet_pay = round(gross - employee_contribution - allowed_deduction - income_tax, 2)")Reasoning
Now compute. gross_pay = 3092.77 contribution_rate = 0.07, cap = 3500.00 employee_contribution = 0.07 * min(3092.77, 3500.00) = 0.07 * 3092.77 = 216.4939 → round 216.49 allowed_deduction = 0.00 taxable_pay = 3092.77 - 216.49 - 0.00 = 2876.28 Income tax: free = 1000, upper = 3000, middle 0.10, upper 0.18 taxable 2876.28. Portion above 1000 up to 3000 = 2876.28 - 1000 = 1876.28 at 0.10 = 187.628 No portion above 3000. income_tax = 187.628 → round 187.63 net_pay = 3092.77 - 216.49 - 0.00 - 187.63 = 2688.65 Let me compute exactly with calculate.
Tool
{
"results": {"gross": "3092.77", "employee_contribution": "216.49", "allowed_deduction": "0.00", "taxable_pay": "2876.28", "middle_portion": "1876.28", "upper_portion": "0", "income_tax": "187.63", "net_pay": "2688.65"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3092.77",
"employee_contribution": "216.49",
"allowed_deduction": "0.00",
"taxable_pay": "2876.28",
"income_tax": "187.63",
"net_pay": "2688.65",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
All good. Return calculate JSON.
Rollout #2 100.0% passed · 4 tool calls · 4.8s · $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()Reasoning
Let me start by listing documents.
Tool
[
{"id": "2dabbb0836821c10-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="2dabbb0836821c10-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "3092.77", "payroll_month": "2026-06"}
}
Assistant
lookup_reference(reference="first-half")Reasoning
The payroll month is 2026-06, first half. Let me look up reference first-half.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="contribution = round(min(3092.77, 3500.00) * 0.07, 2)\ntaxable = 3092.77 - contribution - 0.00\ntax = round((taxable - 1000.00) * 0.10, 2)\nnet = 3092.77 - contribution - 0.00 - tax")Reasoning
Now compute. Gross pay = 3092.77 Contribution rate = 0.07, cap = 3500.00 Employee contribution = 0.07 * min(3092.77, 3500.00) = 0.07 * 3092.77 = 216.4939 → round half up to 216.49. Allowed deduction: omitted → 0.00. Check it doesn't exceed deduction cap (400.00) or gross pay minus rounded employee contribution (3092.77 - 216.49 = 2876.28). 0 ≤ both, fine. Taxable pay = 3092.77 - 216.49 - 0.00 = 2876.28. Income tax: free = 1000.00, upper boundary = 3000.00, middle rate 0.10, upper rate 0.18. Taxable pay 2876.28 ≤ 3000, so only middle bracket applies above free. Portion above free: 2876.28 - 1000.00 = 1876.28 Tax = 1876.28 * 0.10 = 187.628 → round half up 187.63. Net pay = 3092.77 - 216.49 - 0.00 - 187.63 = 2688.65. Let me verify with calculate tool.
Tool
{
"results": {"contribution": "216.49", "taxable": "2876.28", "tax": "187.63", "net": "2688.65"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3092.77",
"employee_contribution": "216.49",
"allowed_deduction": "0.00",
"taxable_pay": "2876.28",
"income_tax": "187.63",
"net_pay": "2688.65",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
All good. Return JSON. Clauses: calculated answers cite R1 through R6. No amendment needed, so no R9.
Rollout #3 100.0% passed · 4 tool calls · 5.4s · $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": "2dabbb0836821c10-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="2dabbb0836821c10-payroll")Reasoning
Let me read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "3092.77", "payroll_month": "2026-06"}
}
Assistant
lookup_reference(reference="first-half")Reasoning
Payroll month 2026-06, which is first-half. Let me look up the reference.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="employee_contribution = round(min(3092.77, 3500.00) * 0.07, 2)\nallowed_deduction = 0.00\ntaxable_pay = round(3092.77 - employee_contribution - allowed_deduction, 2)\nincome_tax = round(max(0, min(taxable_pay, 3000.00) - 1000.00) * 0.10 + max(0, taxable_pay - 3000.00) * 0.18, 2)\nnet_pay = round(3092.77 - employee_contribution - allowed_deduction - income_tax, 2)")Reasoning
The month is 2026-06, which is in first-half months. Good. Now let's compute. gross_pay = 3092.77 contribution rate = 0.07, cap = 3500.00 employee_contribution = 0.07 * min(3092.77, 3500.00) = 0.07 * 3092.77 = 216.4939 → round → 216.49 allowed_deduction = 0.00 (omitted) deduction cap = 400.00; gross - contribution = 3092.77 - 216.49 = 2876.28; allowed deduction must not exceed min(400, 2876.28) = 400. 0 is fine. taxable_pay = 3092.77 - 216.49 - 0.00 = 2876.28 income tax: free = 1000.00, upper = 3000.00, middle_rate = 0.10, upper_rate = 0.18. Taxable pay 2876.28 ≤ 3000, so all above 1000 uses middle rate. Tax = (2876.28 - 1000) * 0.10 = 1876.28 * 0.10 = 187.628 → round → 187.63 net_pay = 3092.77 - 216.49 - 0.00 - 187.63 = 2688.65 Let me calculate precisely.
Tool
{
"results": {"employee_contribution": "216.49", "allowed_deduction": "0.00", "taxable_pay": "2876.28", "income_tax": "187.63", "net_pay": "2688.65"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3092.77",
"employee_contribution": "216.49",
"allowed_deduction": "0.00",
"taxable_pay": "2876.28",
"income_tax": "187.63",
"net_pay": "2688.65",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
All good. Gross pay 3092.77, month 2026-06, first-half row. No contract_gross_pay, no amendment. So calculate. Clauses: R1 through R6 (R9 not needed).