← Heatmap / GPT 5.6 Luna · Task 46
GPT 5.6 Luna* · Tool use · Task 46 (Traps, missing gross pay)
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | clarify | clarify | clarify | clarify |
| reason code | MISSING_GROSS_PAY | MISSING_GROSS_PAY | MISSING_GROSS_PAY | MISSING_GROSS_PAY |
| 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 · 2 tool calls · 6.3s · $0.0004
| 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": "5d0252eecded84f4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5d0252eecded84f4-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-05", "allowed_deduction": "233.79"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "Gross pay is missing. Please provide the employee's gross pay for payroll month 2026-05."
}
Reasoning
**Clarifying output requirements** I need to address the missing gross order by reviewing the exact fields and reasons tied to the decision code. It's important to provide optional explanations to clarify the issue. I think I should focus on specific resolutions and naming conventions that might be complicating things since the first missing gross is noteworthy, even if the month exists. I’ll ensure this stays limited to JSON formatting only.
Rollout #2 100.0% passed · 2 tool calls · 7.6s · $0.0004
| 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": "5d0252eecded84f4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5d0252eecded84f4-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-05", "allowed_deduction": "233.79"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The gross_pay is missing. Please provide the employee's gross pay for payroll month 2026-05."
}
Reasoning
**Clarifying issues with JSON** I'm thinking about a situation where there's a missing gross field, and I need to clarify the order before referencing it. It's suggesting that maybe R7 indicates missing gross should come first, but I don't need to do a lookup. I'll need to decide on the exact fields for the JSON and consider optional explanations for reasoning clauses. I should mention the blocker and ask how to resolve it.
Rollout #3 100.0% passed · 4 tool calls · 8.7s · $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()lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
**Planning tool usage** I need to gather tools for this task. First, I'll create a list of documents. Then, I wonder if I can look up references in parallel since they seem to be independent. The instructions say to reference only through lookup, so I’ll retrieve the documents first and consider if I can parallel the references afterward. It seems like a good approach to maximize efficiency! Let’s get started!
Tool
[
{"id": "5d0252eecded84f4-payroll", "kind": "payroll"}
]
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.20"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.04",
"cap": "4500.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Assistant
read_document(document_id="5d0252eecded84f4-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-05", "allowed_deduction": "233.79"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "Gross pay is missing. Please provide the employee's gross pay for payroll month 2026-05."
}
Reasoning
**Clarifying gross details** I need to clarify the missing gross information for this month. It's important to specify exactly which fields need to be included, along with decision reason clauses and any optional explanations. I might also need to raise short blockers asking for resolutions. I should make sure that references to R1 and R7 are cited appropriately, and it seems I should keep the output in JSON format only. Let's get this organized!