← Heatmap / DeepSeek V4.1 Flash · Task 19
DeepSeek V4.1 Flash · Tool use · Task 19 (Calculation, upper 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 | 4326.01 | 4326.01 | 4326.01 | 4326.01 |
| employee contribution | 302.82 | 302.82 | 302.82 | 302.82 |
| allowed deduction | 386.64 | 386.64 | 386.64 | 386.64 |
| taxable pay | 3636.55 | 3636.55 | 3636.55 | 3636.55 |
| income tax | 198.58 | 198.58 | 198.58 | 198.58 |
| net pay | 3437.97 | 3437.97 | 3437.97 | 3437.97 |
| 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 · 6.6s · $0.0023
| 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": "f8d9f5fe0eb33c57-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="f8d9f5fe0eb33c57-payroll")Reasoning
Let me read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "4326.01", "payroll_month": "2026-03", "allowed_deduction": "386.64"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month 2026-03, first-half. Need reference row. Let me lookup first-half and second-half. Actually the month 2026-03 is in the first half (Jan-Jun). Let me look up both to be safe.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.05",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Assistant
calculate(program="gross = 4326.01\ncap = 4500.00\nrate = 0.07\nemployee_contribution = round(min(gross, cap) * rate, 2)\navailable = gross - employee_contribution\nallowed_deduction = 386.64\ntaxable_pay = gross - employee_contribution - allowed_deduction\nfree = 1200.00\nupper = 3600.00\nmiddle_rate = 0.08\nupper_rate = 0.18\nmiddle_tax = max(0, min(taxable_pay, upper) - free) * middle_rate\nupper_tax = max(0, taxable_pay - upper) * upper_rate\nincome_tax = round(middle_tax + upper_tax, 2)\nnet_pay = round(gross - employee_contribution - allowed_deduction - income_tax, 2)")Reasoning
Month 2026-03 → first-half row. rate=0.07, cap=4500.00, deduction=400.00, free=1200.00, upper=3600.00, middle_rate=0.08, upper_rate=0.18. Gross pay = 4326.01. No contract_gross_pay, no amendment. Employee contribution = rate * min(gross, cap) = 0.07 * min(4326.01, 4500.00) = 0.07 * 4326.01 = 302.8207 → round half up → 302.82. Allowed deduction: given 386.64. Must not exceed deduction cap (400.00) or gross pay minus rounded employee contribution (4326.01 - 302.82 = 4023.19). 386.64 ≤ 400 and ≤ 4023.19. OK. Taxable pay = gross - employee contribution - allowed deduction = 4326.01 - 302.82 - 386.64 = 3636.55. Income tax: taxable 3636.55. Free 1200.00. Portion above free up to upper boundary 3600.00: 3600.00 - 1200.00 = 2400.00 at middle rate 0.08 = 192.00. Portion above upper boundary: 3636.55 - 3600.00 = 36.55 at upper rate 0.18 = 6.579 → 6.58? Wait, R2 says do not round intermediate bracket products separately before summing. So compute 2400.00*0.08 + 36.55*0.18 = 192.00 + 6.579 = 198.579 → round → 198.58. Net pay = gross - employee contribution - allowed deduction - income tax = 4326.01 - 302.82 - 386.64 - 198.58 = 3437.97. Let me verify with calculate.
Tool
{
"results": {"gross": "4326.01", "cap": "4500.00", "rate": "0.07", "employee_contribution": "302.82", "available": "4023.19", "allowed_deduction": "386.64", "taxable_pay": "3636.55", "free": "1200.00", "upper": "3600.00", "middle_rate": "0.08", "upper_rate": "0.18", "middle_tax": "192.0000", "upper_tax": "6.5790", "income_tax": "198.58", "net_pay": "3437.97"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "4326.01",
"employee_contribution": "302.82",
"allowed_deduction": "386.64",
"taxable_pay": "3636.55",
"income_tax": "198.58",
"net_pay": "3437.97",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-03 falls in the first-half reference row (rate 0.07, cap 4500.00, deduction 400.00, free 1200.00, upper 3600.00, middle 0.08, upper 0.18). Contribution = 0.07 \u00d7 min(4326.01, 4500.00) = 302.82; allowed deduction 386.64 is within the 400.00 cap and available pay 4023.19. Taxable pay = 3636.55; tax = 2400.00\u00d70.08 + 36.55\u00d70.18 = 198.58. Net pay = 3437.97."
}
Reasoning
All checks pass. Return calculate answer. Clauses: R1 through R6 (R9 not needed). Cite R1-R6.
Rollout #2 100.0% passed · 4 tool calls · 6.6s · $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": "f8d9f5fe0eb33c57-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="f8d9f5fe0eb33c57-payroll")Reasoning
Let me read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "4326.01", "payroll_month": "2026-03", "allowed_deduction": "386.64"}
}
Assistant
lookup_reference(reference="first-half")Reasoning
Payroll month 2026-03, first half of 2026. Need reference row. Let me lookup first-half.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.18"
}
Assistant
calculate(program="gross = 4326.01\ncontribution = round(min(4326.01, 4500.00) * 0.07, 2)\ntaxable = gross - contribution - 386.64\nincome_tax = round(2400.00 * 0.08 + (taxable - 3600.00) * 0.18, 2)\nnet = gross - contribution - 386.64 - income_tax")Reasoning
Month 2026-03 covered by first-half (2026-01 to 2026-06). Gross pay = 4326.01 Contribution rate = 0.07, cap = 4500.00 min(4326.01, 4500.00) = 4326.01 contribution = 4326.01 * 0.07 = 302.8207 → round half up = 302.82 allowed_deduction = 386.64. Check cap: deduction cap = 400.00. Also must not exceed gross pay minus rounded employee contribution = 4326.01 - 302.82 = 4023.19. 386.64 ≤ 400.00 and ≤ 4023.19. OK. taxable_pay = gross - contribution - allowed_deduction = 4326.01 - 302.82 - 386.64 = 3636.55 Income tax: free = 1200.00, upper = 3600.00, middle_rate = 0.08, upper_rate = 0.18. Taxable pay 3636.55. Portion up to 1200 untaxed. Portion above 1200 up to 3600 uses middle rate: (3600 - 1200) = 2400 * 0.08 = 192.00. Portion above 3600: 3636.55 - 3600 = 36.55 * 0.18 = 6.579 → 6.58? Wait, R2 says do not round intermediate bracket products separately before summing income tax. So sum products then round total. Total = 2400*0.08 + 36.55*0.18 = 192.00 + 6.579 = 198.579 → round half up = 198.58. net_pay = gross - contribution - allowed_deduction - income_tax = 4326.01 - 302.82 - 386.64 - 198.58 = 3437.97 Let me compute: 4326.01 - 302.82 = 4023.19. 4023.19 - 386.64 = 3636.55. 3636.55 - 198.58 = 3437.97. Let me use calculate to verify.
Tool
{
"results": {"gross": "4326.01", "contribution": "302.82", "taxable": "3636.55", "income_tax": "198.58", "net": "3437.97"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "4326.01",
"employee_contribution": "302.82",
"allowed_deduction": "386.64",
"taxable_pay": "3636.55",
"income_tax": "198.58",
"net_pay": "3437.97",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"],
"explanation": "Payroll month 2026-03 selects the first-half row (rate 0.07, cap 4500.00, deduction cap 400.00, free 1200.00, upper 3600.00, middle 0.08, upper 0.18). Contribution = round(min(4326.01,4500.00)*0.07,2) = 302.82. Allowed deduction 386.64 is within the 400.00 cap and within gross minus contribution. Taxable pay = 3636.55; tax = round(2400.00*0.08 + 36.55*0.18, 2) = 198.58. Net = 4326.01 - 302.82 - 386.64 - 198.58 = 3437.97."
}
Reasoning
All checks pass. Return calculate answer. Clauses: R1 through R6. No amendment needed. So cite R1, R2, R3, R4, R5, R6.
Rollout #3 100.0% passed · 5 tool calls · 6.0s · $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": "f8d9f5fe0eb33c57-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="f8d9f5fe0eb33c57-payroll")Reasoning
Read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "4326.01", "payroll_month": "2026-03", "allowed_deduction": "386.64"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
Payroll month 2026-03, first half. Need reference rows via lookup_reference. Let me look up first-half and second-half.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.05",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Assistant
calculate(program="contribution = round(min(4326.01, 4500.00) * 0.07, 2)\ntaxable = 4326.01 - contribution - 386.64\ntax = round(2400.00 * 0.08 + (taxable - 3600.00) * 0.18, 2)\nnet = 4326.01 - contribution - 386.64 - tax")Reasoning
Payroll month 2026-03 falls in first-half (2026-01 to 2026-06). So first-half row applies. Gross pay = 4326.01 rate = 0.07, cap = 4500.00 Employee contribution = 0.07 * min(4326.01, 4500.00) = 0.07 * 4326.01 = 302.8207 → round 302.82 Allowed deduction = 386.64. Check cap: deduction cap = 400.00. 386.64 <= 400.00 ok. Check gross minus rounded contribution = 4326.01 - 302.82 = 4023.19. 386.64 <= 4023.19 ok. Taxable pay = gross - contribution - allowed deduction = 4326.01 - 302.82 - 386.64 = 3636.55. Income tax: free = 1200.00, upper = 3600.00, middle_rate = 0.08, upper_rate = 0.18. Taxable pay 3636.55. Portion up to free untaxed: 1200. Portion from 1200 to 3600 = 2400 at 0.08 = 192.00. Portion above 3600 = 3636.55 - 3600 = 36.55 at 0.18 = 6.579 → 6.58. Total = 192.00 + 6.58 = 198.58. Wait, don't round intermediate bracket products separately before summing. So compute 2400*0.08 + 36.55*0.18 = 192 + 6.579 = 198.579 → round = 198.58. Net pay = 4326.01 - 302.82 - 386.64 - 198.58 = 3437.97. Let me compute: 4326.01 - 302.82 = 4023.19. -386.64 = 3636.55. -198.58 = 3437.97. Let me verify with calculator.
Tool
{
"results": {"contribution": "302.82", "taxable": "3636.55", "tax": "198.58", "net": "3437.97"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "4326.01",
"employee_contribution": "302.82",
"allowed_deduction": "386.64",
"taxable_pay": "3636.55",
"income_tax": "198.58",
"net_pay": "3437.97",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
All checks pass. No contract_gross_pay, no amendment. Return calculate. Clauses: R1 through R6. No amendment needed, so no R9.