← Heatmap / GPT 5.6 Luna · Task 32
GPT 5.6 Luna* · Tool use · Task 32 (Traps, month not covered)
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| 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 #1 100.0% passed · 4 tool calls · 9.2s · $0.0007
| 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 | 100.0% | R1 R7 |
Assistant
list_documents()Tool
[
{"id": "efa5f8e964c98c5c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="efa5f8e964c98c5c-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "7777.07", "payroll_month": "2025-08", "allowed_deduction": "12.47"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
**Clarifying data needs** I’m thinking about the need to look up the month for 2025, but it seems like the rules only apply to rows. I wonder if it's necessary to check both, since the user specified that rows are available through the lookup reference. It looks like I might need to clarify that before proceeding. I could even consider calling both in parallel just to be thorough, but I’m not sure that’s really needed right now.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.08",
"upper_rate": "0.24"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.18"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-08 is outside the covered 2026 reference rows. Provide a payroll month covered by an applicable reference row."
}
Rollout #2 100.0% passed · 4 tool calls · 17.2s · $0.0009
| 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 | 100.0% | R1 R7 |
Assistant
list_documents()lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
**Considering tool usage** I need to think about how to use the tools effectively. First, I should list the necessary documentation while potentially looking up references in parallel, since they seem to be independent tasks. The user mentioned retrieving inputs and references, so I’ll ensure to call the parallel function for both the list and references. This way, I can effectively manage their requests together.
Tool
[
{"id": "efa5f8e964c98c5c-payroll", "kind": "payroll"}
]
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.08",
"upper_rate": "0.24"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.18"
}
Assistant
read_document(document_id="efa5f8e964c98c5c-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "7777.07", "payroll_month": "2025-08", "allowed_deduction": "12.47"}
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-08 has no applicable reference row. Please provide a payroll month covered by the 2026 reference schedule."
}
Rollout #3 100.0% passed · 4 tool calls · 9.1s · $0.0006
| 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 | 100.0% | R1 R7 |
Assistant
list_documents()Tool
[
{"id": "efa5f8e964c98c5c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="efa5f8e964c98c5c-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "7777.07", "payroll_month": "2025-08", "allowed_deduction": "12.47"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "4000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.08",
"upper_rate": "0.24"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.18"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-08 is outside the covered 2026 reference rows. Provide a payroll month with an applicable reference row or the applicable reference schedule."
}