← Heatmap / GPT 5.6 Luna · Task 35
GPT 5.6 Luna* · Tool use · Task 35 (Retrieval, deduction cap)
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | retrieve | retrieve | retrieve | retrieve |
| field | deduction_cap | deduction_cap | deduction_cap | deduction_cap |
| value | 400.00 | 400.00 | 400.00 | 400.00 |
| clauses | R1 R4 | R1 R4 | R1 R4 | R1 R4 |
Prompt
Retrieve deduction_cap from the supplied rulebook. Return the R8 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 · 3 tool calls · 7.2s · $0.0004
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R4 |
| exact | 100.0% | R1 R4 |
| field accuracy | 100.0% | R1 R4 |
| citations | 100.0% | R1 R4 |
Assistant
list_documents()Reasoning
**Listing tools for retrieval** I need to gather tools for my task. First, I should list the necessary documentation and maybe read through them. I might consider looking up information based on the month as well. It seems like doing this in parallel could save time, but I have to remember that the supplied rulebook states I can only reference rows for the lookup. I’ll start with the list first before diving deeper!
Tool
[
{"id": "980de59efdacf15e-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="980de59efdacf15e-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-09"}
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.06",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
{
"decision": "retrieve",
"field": "deduction_cap",
"value": "400.00",
"clauses": ["R1", "R4"]
}
Rollout #2 100.0% passed · 3 tool calls · 7.6s · $0.0003
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R4 |
| exact | 100.0% | R1 R4 |
| field accuracy | 100.0% | R1 R4 |
| citations | 100.0% | R1 R4 |
Assistant
list_documents()Tool
[
{"id": "980de59efdacf15e-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="980de59efdacf15e-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-09"}
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.06",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
{
"decision": "retrieve",
"field": "deduction_cap",
"value": "400.00",
"clauses": ["R1", "R4"]
}
Rollout #3 100.0% passed · 3 tool calls · 6.6s · $0.0003
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R1 R4 |
| exact | 100.0% | R1 R4 |
| field accuracy | 100.0% | R1 R4 |
| citations | 100.0% | R1 R4 |
Assistant
list_documents()Reasoning
**Organizing tool usage** I need to gather the necessary tools. First, I think listing the documents makes sense, and then I can read through them. It might be helpful to look up information in parallel after reviewing the documents. I also need to ensure I have the relevant rulebook case inputs before proceeding. So, I’ll start by calling the list_documents function and then consider using lookup both in parallel. Oh, and I’ll reference the row based on months, as that seems unknown right now.
Tool
[
{"id": "980de59efdacf15e-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="980de59efdacf15e-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-09"}
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.06",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
{
"decision": "retrieve",
"field": "deduction_cap",
"value": "400.00",
"clauses": ["R1", "R4"]
}