← Heatmap / Gemini 3.1 Flash Lite · Task 93
Gemini 3.1 Flash Lite · Tool use · Task 93 (Traps, conflicting pay (draft amendment))
Mean 96.7%
| Field | Expected | Rollout #1 (97%) | Rollout #2 (97%) | Rollout #3 (97%) |
|---|---|---|---|---|
| decision | clarify | clarify | clarify | clarify |
| reason code | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY |
| clauses | R7 R9 | R7 R9 | R7 R9 | 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 · 6 tool calls · 11.7s · $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": "dda2224f461b6dac-payroll", "kind": "payroll"},
{"id": "dda2224f461b6dac-contract", "kind": "contract"},
{"id": "dda2224f461b6dac-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="dda2224f461b6dac-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3418.55", "payroll_month": "2026-10", "allowed_deduction": "361.73"}
}
Assistant
read_document(document_id="dda2224f461b6dac-contract")Tool
{
"kind": "contract",
"gross_pay": "3518.55"
}
Assistant
read_document(document_id="dda2224f461b6dac-amendment")Tool
{
"kind": "amendment",
"gross_pay": "3418.55",
"effective_month": "2026-10",
"approved": false
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.04",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.14",
"upper_rate": "0.22"
}
Assistant
calculate(program="employee_contribution = round(min(3418.55, 4000.00) * 0.04, 2)\ntaxable_pay = 3418.55 - employee_contribution - 361.73\ntaxable_above_free = max(0, taxable_pay - 1100.00)\ntaxable_above_upper = max(0, taxable_pay - 2800.00)\nmiddle_bracket_tax = min(taxable_above_free, 2800.00 - 1100.00) * 0.14\nupper_bracket_tax = taxable_above_upper * 0.22\nincome_tax = round(middle_bracket_tax + upper_bracket_tax, 2)\nnet_pay = 3418.55 - employee_contribution - 361.73 - income_tax")Tool
{
"results": {"employee_contribution": "136.74", "taxable_pay": "2920.08", "taxable_above_free": "1820.08", "taxable_above_upper": "120.08", "middle_bracket_tax": "238.0000", "upper_bracket_tax": "26.4176", "income_tax": "264.42", "net_pay": "2655.66"}
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The provided gross_pay (3418.55) conflicts with the contract_gross_pay (3518.55), and the amendment is not approved."
}
Rollout #2 96.7% passed · 5 tool calls · 9.7s · $0.0036
| 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": "dda2224f461b6dac-payroll", "kind": "payroll"},
{"id": "dda2224f461b6dac-contract", "kind": "contract"},
{"id": "dda2224f461b6dac-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="dda2224f461b6dac-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3418.55", "payroll_month": "2026-10", "allowed_deduction": "361.73"}
}
Assistant
read_document(document_id="dda2224f461b6dac-contract")Tool
{
"kind": "contract",
"gross_pay": "3518.55"
}
Assistant
read_document(document_id="dda2224f461b6dac-amendment")Tool
{
"kind": "amendment",
"gross_pay": "3418.55",
"effective_month": "2026-10",
"approved": false
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.04",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.14",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll gross pay (3418.55) differs from the contract gross pay (3518.55), and the provided amendment is not approved."
}
Rollout #3 96.7% passed · 5 tool calls · 9.0s · $0.0038
| 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": "dda2224f461b6dac-payroll", "kind": "payroll"},
{"id": "dda2224f461b6dac-contract", "kind": "contract"},
{"id": "dda2224f461b6dac-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="dda2224f461b6dac-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3418.55", "payroll_month": "2026-10", "allowed_deduction": "361.73"}
}
Assistant
read_document(document_id="dda2224f461b6dac-contract")Tool
{
"kind": "contract",
"gross_pay": "3518.55"
}
Assistant
read_document(document_id="dda2224f461b6dac-amendment")Tool
{
"kind": "amendment",
"gross_pay": "3418.55",
"effective_month": "2026-10",
"approved": false
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.04",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.14",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The provided gross_pay in the payroll record (3418.55) differs from the contract_gross_pay (3518.55), and the amendment is not approved."
}