← Heatmap / DeepSeek V4.1 Flash · Task 51
DeepSeek V4.1 Flash · Tool use · Task 51 (Calculation, below 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 | 850.21 | 850.21 | 850.21 | 850.21 |
| employee contribution | 51.01 | 51.01 | 51.01 | 51.01 |
| allowed deduction | 125.58 | 125.58 | 125.58 | 125.58 |
| taxable pay | 673.62 | 673.62 | 673.62 | 673.62 |
| income tax | 0.00 | 0.00 | 0.00 | 0.00 |
| net pay | 673.62 | 673.62 | 673.62 | 673.62 |
| 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 · 5.6s · $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": "39d9a95cfc04fd53-payroll", "kind": "payroll"},
{"id": "39d9a95cfc04fd53-contract", "kind": "contract"}
]
Assistant
read_document(document_id="39d9a95cfc04fd53-payroll")read_document(document_id="39d9a95cfc04fd53-contract")Reasoning
Read both documents.
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 2026-01, first half. Need reference row. Lookup first-half. Contract gross_pay equals gross_pay 850.21, so no conflict (matching contract values require no amendment). Let me lookup 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="contribution = round(min(850.21, 4500.00) * 0.06, 2)\ntaxable_pay = 850.21 - contribution - 125.58\nincome_tax = round(max(0.00, min(taxable_pay, 2800.00) - 1100.00) * 0.12 + max(0.00, taxable_pay - 2800.00) * 0.18, 2)\nnet_pay = 850.21 - contribution - 125.58 - income_tax")Reasoning
Now compute. Gross = 850.21 Contribution rate 0.06, cap 4500.00. min(850.21, 4500) = 850.21. contribution = 850.21 * 0.06 = 51.0126 → round half up = 51.01. Allowed deduction = 125.58. Cap = 400.00. Also must not exceed gross - contribution = 850.21 - 51.01 = 799.20. 125.58 ≤ 400 and ≤ 799.20. OK. Taxable pay = 850.21 - 51.01 - 125.58 = 673.62. Income tax: free 1100.00. Taxable pay 673.62 ≤ 1100, so tax = 0.00. Net pay = 850.21 - 51.01 - 125.58 - 0 = 673.62. Let me compute with calculate.
Tool
{
"results": {"contribution": "51.01", "taxable_pay": "673.62", "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"]
}
Reasoning
All good. Contract matches, no amendment needed. Clauses R1-R6. Return JSON.
Rollout #2 100.0% passed · 6 tool calls · 4.6s · $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 references.
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")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="contribution = round(min(850.21, 4500.00) * 0.06, 2)\navailable = 850.21 - contribution\ntaxable = 850.21 - contribution - 125.58\nincome_tax = round(0.00, 2)\nnet = 850.21 - contribution - 125.58 - income_tax")Reasoning
Payroll month 2026-01 → first-half row. Gross pay 850.21. Contract gross pay 850.21 matches, no conflict. Employee contribution = 0.06 * min(850.21, 4500.00) = 0.06 * 850.21 = 51.0126 → round 51.01. Allowed deduction: 125.58. Check cap 400.00 and gross pay minus rounded employee contribution = 850.21 - 51.01 = 799.20. 125.58 ≤ 400 and ≤ 799.20. OK. Taxable pay = 850.21 - 51.01 - 125.58 = 673.62. Income tax: taxable ≤ free 1100.00, so tax = 0.00. Net pay = 850.21 - 51.01 - 125.58 - 0.00 = 673.62. Let me compute with calculate.
Tool
{
"results": {"contribution": "51.01", "available": "799.20", "taxable": "673.62", "income_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"]
}
Reasoning
All checks pass. Contract matches gross pay, so no conflict. Return calculate.
Rollout #3 100.0% passed · 5 tool calls · 5.2s · $0.0014
| 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": "39d9a95cfc04fd53-payroll", "kind": "payroll"},
{"id": "39d9a95cfc04fd53-contract", "kind": "contract"}
]
Assistant
read_document(document_id="39d9a95cfc04fd53-payroll")read_document(document_id="39d9a95cfc04fd53-contract")Reasoning
Read both documents.
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 2026-01, first half. Need reference row. Contract gross pay equals payroll gross pay, so no conflict. No amendment. Look up 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="contribution = round(min(850.21, 4500.00) * 0.06, 2)\ntaxable = 850.21 - contribution - 125.58\nincome_tax = round(0.00, 2)\nnet = 850.21 - contribution - 125.58 - income_tax")Reasoning
Now compute. gross_pay = 850.21 contribution = min(850.21, 4500.00) * 0.06 = 850.21*0.06 = 51.0126 → round 51.01 allowed_deduction = 125.58; cap = 400.00; gross - contribution = 850.21 - 51.01 = 799.20. allowed_deduction must not exceed min(400, 799.20) = 799.20. 125.58 ≤ 799.20 OK. taxable_pay = 850.21 - 51.01 - 125.58 = 673.62 income tax: taxable 673.62 ≤ free 1100 → 0.00 net_pay = 850.21 - 51.01 - 125.58 - 0.00 = 673.62 Let me verify with calculate.
Tool
{
"results": {"contribution": "51.01", "taxable": "673.62", "income_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"]
}
Reasoning
All good. Contract matches gross, no amendment needed. Cite R1-R6.