← Heatmap / Gemini 3.1 Flash Lite · Task 70
Gemini 3.1 Flash Lite · Tool use · Task 70 (Traps, conflicting pay (draft amendment))
Mean 47.8%
| Field | Expected | Rollout #1 (97%) | Rollout #2 (-50%) | Rollout #3 (97%) |
|---|---|---|---|---|
| decision | clarify | clarify | calculate | clarify |
| currency | LCR | |||
| gross pay | 3730.24 | |||
| employee contribution | 186.51 | |||
| allowed deduction | 269.21 | |||
| taxable pay | 3274.52 | |||
| income tax | 234.90 | |||
| net pay | 3039.62 | |||
| reason code | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | |
| clauses | R7 R9 | R7 R9 | R1 R2 R3 R4 R5 R6 | R7 R9 |
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 96.7% passed · 5 tool calls · 7.4s · $0.0037
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R7 R9 |
| exact | 100.0% | R7 R9 |
| field accuracy | 100.0% | R7 R9 |
| citations | 100.0% | R7 R9 |
| explanation | 66.7% | R7 R9 |
Assistant
list_documents()Tool
[
{"id": "a2c640867c589a4e-payroll", "kind": "payroll"},
{"id": "a2c640867c589a4e-contract", "kind": "contract"},
{"id": "a2c640867c589a4e-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="a2c640867c589a4e-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3730.24", "payroll_month": "2026-11", "allowed_deduction": "269.21"}
}
Assistant
read_document(document_id="a2c640867c589a4e-contract")Tool
{
"kind": "contract",
"gross_pay": "3731.24"
}
Assistant
read_document(document_id="a2c640867c589a4e-amendment")Tool
{
"kind": "amendment",
"gross_pay": "3730.24",
"effective_month": "2026-01",
"approved": false
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.05",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.20"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll record's gross pay (3730.24) conflicts with the contract's gross pay (3731.24), and the provided amendment is not approved."
}
Rollout #2 -50.0% answered trap · 6 tool calls · 6.6s · $0.0047
| 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": "a2c640867c589a4e-payroll", "kind": "payroll"},
{"id": "a2c640867c589a4e-contract", "kind": "contract"},
{"id": "a2c640867c589a4e-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="a2c640867c589a4e-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3730.24", "payroll_month": "2026-11", "allowed_deduction": "269.21"}
}
Assistant
read_document(document_id="a2c640867c589a4e-contract")Tool
{
"kind": "contract",
"gross_pay": "3731.24"
}
Assistant
read_document(document_id="a2c640867c589a4e-amendment")Tool
{
"kind": "amendment",
"gross_pay": "3730.24",
"effective_month": "2026-01",
"approved": false
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.05",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.20"
}
Assistant
calculate(program="employee_contribution = round(min(3730.24, 4000.00) * 0.05, 2)\ntaxable_pay = 3730.24 - employee_contribution - 269.21\ntaxable_above_free = max(0, taxable_pay - 1200.00)\nmiddle_bracket_tax = min(taxable_above_free, 3000.00 - 1200.00) * 0.10\nupper_bracket_tax = max(0, taxable_above_free - (3000.00 - 1200.00)) * 0.20\nincome_tax = round(middle_bracket_tax + upper_bracket_tax, 2)\nnet_pay = 3730.24 - employee_contribution - 269.21 - income_tax")Tool
{
"results": {"employee_contribution": "186.51", "taxable_pay": "3274.52", "taxable_above_free": "2074.52", "middle_bracket_tax": "180.0000", "upper_bracket_tax": "54.9040", "income_tax": "234.90", "net_pay": "3039.62"}
}
Assistant
{
"decision": "calculate",
"currency": "LCR",
"gross_pay": "3730.24",
"employee_contribution": "186.51",
"allowed_deduction": "269.21",
"taxable_pay": "3274.52",
"income_tax": "234.90",
"net_pay": "3039.62",
"clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Rollout #3 96.7% passed · 6 tool calls · 8.6s · $0.0047
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R7 R9 |
| exact | 100.0% | R7 R9 |
| field accuracy | 100.0% | R7 R9 |
| citations | 100.0% | R7 R9 |
| explanation | 66.7% | R7 R9 |
Assistant
list_documents()Tool
[
{"id": "a2c640867c589a4e-payroll", "kind": "payroll"},
{"id": "a2c640867c589a4e-contract", "kind": "contract"},
{"id": "a2c640867c589a4e-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="a2c640867c589a4e-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3730.24", "payroll_month": "2026-11", "allowed_deduction": "269.21"}
}
Assistant
read_document(document_id="a2c640867c589a4e-contract")Tool
{
"kind": "contract",
"gross_pay": "3731.24"
}
Assistant
read_document(document_id="a2c640867c589a4e-amendment")Tool
{
"kind": "amendment",
"gross_pay": "3730.24",
"effective_month": "2026-01",
"approved": false
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.05",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3000.00",
"middle_rate": "0.10",
"upper_rate": "0.20"
}
Assistant
calculate(program="employee_contribution = round(min(3730.24, 4000.00) * 0.05, 2)\ntaxable_pay = 3730.24 - employee_contribution - 269.21\ntax_bracket1 = min(max(taxable_pay - 1200.00, 0), 3000.00 - 1200.00)\ntax_bracket2 = max(taxable_pay - 3000.00, 0)\nincome_tax = round(tax_bracket1 * 0.10 + tax_bracket2 * 0.20, 2)\nnet_pay = 3730.24 - employee_contribution - 269.21 - income_tax")Tool
{
"results": {"employee_contribution": "186.51", "taxable_pay": "3274.52", "tax_bracket1": "1800.00", "tax_bracket2": "274.52", "income_tax": "234.90", "net_pay": "3039.62"}
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The gross pay in the payroll record (3730.24) conflicts with the contract gross pay (3731.24). The provided amendment is not approved and therefore does not resolve the conflict."
}