← Heatmap / Gemini 3.1 Flash Lite · Task 44
Gemini 3.1 Flash Lite · Tool use · Task 44 (Traps, month not covered)
Mean 95.6%
| Field | Expected | Rollout #1 (93%) | Rollout #2 (97%) | Rollout #3 (97%) |
|---|---|---|---|---|
| decision | clarify | clarify | clarify | clarify |
| reason code | NO_APPLICABLE_REFERENCE | NO_APPLICABLE_REFERENCE | NO_APPLICABLE_REFERENCE | NO_APPLICABLE_REFERENCE |
| clauses | R1 R7 | R1 R7 | R1 R7 | R1 R7 |
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 93.3% explanation · 3 tool calls · 8.0s · $0.0026
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R7 |
| exact | 100.0% | R1 R7 |
| field accuracy | 100.0% | R1 R7 |
| citations | 100.0% | R1 R7 |
| explanation | 33.3% | R1 R7 |
Assistant
list_documents()Tool
[
{"id": "93c6cd218be71e1f-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="93c6cd218be71e1f-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "2246.04", "payroll_month": "2025-07", "allowed_deduction": "103.13"}
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.12",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-07 is not covered by the available reference data, which only covers 2026."
}
Rollout #2 96.7% passed · 3 tool calls · 7.7s · $0.0024
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R7 |
| exact | 100.0% | R1 R7 |
| field accuracy | 100.0% | R1 R7 |
| citations | 100.0% | R1 R7 |
| explanation | 66.7% | R1 R7 |
Assistant
list_documents()Tool
[
{"id": "93c6cd218be71e1f-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="93c6cd218be71e1f-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "2246.04", "payroll_month": "2025-07", "allowed_deduction": "103.13"}
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.12",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-07 is outside the covered range of 2026, for which reference rows are available."
}
Rollout #3 96.7% passed · 3 tool calls · 7.1s · $0.0024
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R7 |
| exact | 100.0% | R1 R7 |
| field accuracy | 100.0% | R1 R7 |
| citations | 100.0% | R1 R7 |
| explanation | 66.7% | R1 R7 |
Assistant
list_documents()Tool
[
{"id": "93c6cd218be71e1f-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="93c6cd218be71e1f-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "2246.04", "payroll_month": "2025-07", "allowed_deduction": "103.13"}
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "2800.00",
"middle_rate": "0.12",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-07 is outside the covered range of 2026."
}