← Heatmap / Gemini 3.1 Flash Lite · Task 47
Gemini 3.1 Flash Lite · Tool use · Task 47 (Traps, conflicting pay (future amendment))
Mean -50.0%
| Field | Expected | Rollout #1 (-50%) | Rollout #2 (-50%) | Rollout #3 (-50%) |
|---|---|---|---|---|
| decision | clarify | calculate | calculate | calculate |
| currency | LCR | LCR | LCR | |
| gross pay | 3807.00 | 3807.00 | 3807.00 | |
| employee contribution | 304.56 | 304.56 | 304.56 | |
| allowed deduction | 181.70 | 181.70 | 181.70 | |
| taxable pay | 3320.74 | 3320.74 | 3320.74 | |
| income tax | 242.07 | 242.07 | 242.07 | |
| net pay | 3078.67 | 3078.67 | 3078.67 | |
| reason code | CONFLICTING_GROSS_PAY | |||
| clauses | R7 R9 | 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 -50.0% answered trap · 6 tool calls · 7.7s · $0.0046
| Component | Score | Clauses |
|---|---|---|
| decision | 0.0% | R7 R9 |
| exact | 0.0% | R7 R9 |
| field accuracy | 0.0% | R7 R9 |
| citations | 0.0% | R7 R9 |
Assistant
list_documents()Tool
[
{"id": "df45190a128d0c2c-payroll", "kind": "payroll"},
{"id": "df45190a128d0c2c-contract", "kind": "contract"},
{"id": "df45190a128d0c2c-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="df45190a128d0c2c-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3807.00", "payroll_month": "2026-04", "allowed_deduction": "181.70"}
}
Assistant
read_document(document_id="df45190a128d0c2c-contract")Tool
{
"kind": "contract",
"gross_pay": "3807.01"
}
Assistant
read_document(document_id="df45190a128d0c2c-amendment")Tool
{
"kind": "amendment",
"gross_pay": "3807.00",
"approved": true,
"effective_month": "2026-06"
}
Assistant
lookup_reference(reference="first-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="employee_contribution = round(min(3807.00, 5000.00) * 0.08, 2)\ntaxable_pay = 3807.00 - employee_contribution - 181.70\ntax_bracket1 = min(max(taxable_pay - 900.00, 0), 3600.00 - 900.00)\ntax_bracket2 = max(taxable_pay - 3600.00, 0)\nincome_tax = round(tax_bracket1 * 0.10 + tax_bracket2 * 0.18, 2)\nnet_pay = 3807.00 - employee_contribution - 181.70 - income_tax")Tool
{
"results": {"employee_contribution": "304.56", "taxable_pay": "3320.74", "tax_bracket1": "2420.74", "tax_bracket2": "0", "income_tax": "242.07", "net_pay": "3078.67"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3807.00",
"employee_contribution": "304.56",
"allowed_deduction": "181.70",
"taxable_pay": "3320.74",
"income_tax": "242.07",
"net_pay": "3078.67",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #2 -50.0% answered trap · 6 tool calls · 7.7s · $0.0046
| Component | Score | Clauses |
|---|---|---|
| decision | 0.0% | R7 R9 |
| exact | 0.0% | R7 R9 |
| field accuracy | 0.0% | R7 R9 |
| citations | 0.0% | R7 R9 |
Assistant
list_documents()Tool
[
{"id": "df45190a128d0c2c-payroll", "kind": "payroll"},
{"id": "df45190a128d0c2c-contract", "kind": "contract"},
{"id": "df45190a128d0c2c-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="df45190a128d0c2c-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3807.00", "payroll_month": "2026-04", "allowed_deduction": "181.70"}
}
Assistant
read_document(document_id="df45190a128d0c2c-contract")Tool
{
"kind": "contract",
"gross_pay": "3807.01"
}
Assistant
read_document(document_id="df45190a128d0c2c-amendment")Tool
{
"kind": "amendment",
"gross_pay": "3807.00",
"approved": true,
"effective_month": "2026-06"
}
Assistant
lookup_reference(reference="first-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="employee_contribution = round(min(3807.00, 5000.00) * 0.08, 2)\ntaxable_pay = 3807.00 - employee_contribution - 181.70\ntax_bracket1 = min(max(taxable_pay - 900.00, 0), 3600.00 - 900.00)\ntax_bracket2 = max(taxable_pay - 3600.00, 0)\nincome_tax = round(tax_bracket1 * 0.10 + tax_bracket2 * 0.18, 2)\nnet_pay = 3807.00 - employee_contribution - 181.70 - income_tax")Tool
{
"results": {"employee_contribution": "304.56", "taxable_pay": "3320.74", "tax_bracket1": "2420.74", "tax_bracket2": "0", "income_tax": "242.07", "net_pay": "3078.67"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3807.00",
"employee_contribution": "304.56",
"allowed_deduction": "181.70",
"taxable_pay": "3320.74",
"income_tax": "242.07",
"net_pay": "3078.67",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #3 -50.0% answered trap · 6 tool calls · 8.1s · $0.0046
| Component | Score | Clauses |
|---|---|---|
| decision | 0.0% | R7 R9 |
| exact | 0.0% | R7 R9 |
| field accuracy | 0.0% | R7 R9 |
| citations | 0.0% | R7 R9 |
Assistant
list_documents()Tool
[
{"id": "df45190a128d0c2c-payroll", "kind": "payroll"},
{"id": "df45190a128d0c2c-contract", "kind": "contract"},
{"id": "df45190a128d0c2c-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="df45190a128d0c2c-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3807.00", "payroll_month": "2026-04", "allowed_deduction": "181.70"}
}
Assistant
read_document(document_id="df45190a128d0c2c-contract")Tool
{
"kind": "contract",
"gross_pay": "3807.01"
}
Assistant
read_document(document_id="df45190a128d0c2c-amendment")Tool
{
"kind": "amendment",
"gross_pay": "3807.00",
"approved": true,
"effective_month": "2026-06"
}
Assistant
lookup_reference(reference="first-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
calculate(program="employee_contribution = round(min(3807.00, 5000.00) * 0.08, 2)\ntaxable_pay = 3807.00 - employee_contribution - 181.70\ntax_bracket1 = min(max(taxable_pay - 900.00, 0), 3600.00 - 900.00)\ntax_bracket2 = max(taxable_pay - 3600.00, 0)\nincome_tax = round(tax_bracket1 * 0.10 + tax_bracket2 * 0.18, 2)\nnet_pay = 3807.00 - employee_contribution - 181.70 - income_tax")Tool
{
"results": {"employee_contribution": "304.56", "taxable_pay": "3320.74", "tax_bracket1": "2420.74", "tax_bracket2": "0", "income_tax": "242.07", "net_pay": "3078.67"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3807.00",
"employee_contribution": "304.56",
"allowed_deduction": "181.70",
"taxable_pay": "3320.74",
"income_tax": "242.07",
"net_pay": "3078.67",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}