← Heatmap / GPT 5.6 Luna · Task 2
GPT 5.6 Luna* · Tool use · Task 2 (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 · 3 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": "0e275114d03c4bdf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="0e275114d03c4bdf-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "8177.17", "payroll_month": "2027-09", "allowed_deduction": "213.78"}
}
Assistant
lookup_reference(reference="first-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-09 is outside the covered 2026 reference period. Provide a payroll month with an applicable reference row."
}
Rollout #2 100.0% passed · 4 tool calls · 9.7s · $0.0005
| 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": "0e275114d03c4bdf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="0e275114d03c4bdf-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "8177.17", "payroll_month": "2027-09", "allowed_deduction": "213.78"}
}
Assistant
lookup_reference(reference="first-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Assistant
lookup_reference(reference="second-half")Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3000.00",
"middle_rate": "0.08",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-09 is outside the 2026 reference schedule. Provide a covered payroll month or an applicable reference row."
}
Reasoning
**Clarifying requirements** It looks like I need to focus on 2027, but there's no applicable detail. I should ask for clarification, maybe provide a short explanation about what’s blocking progress. It's important to name the specific issues, like clauses R1 and R7, and focus on fields for decision-making and the reason code. There seems to be no need to perform any calculations here, just clearer communication about what's needed.
Rollout #3 100.0% passed · 4 tool calls · 9.3s · $0.0008
| 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": "0e275114d03c4bdf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="0e275114d03c4bdf-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "8177.17", "payroll_month": "2027-09", "allowed_deduction": "213.78"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
**Clarifying lookup requirements** I need to establish the month range for our lookup. The rules mention clarity about the month, but 2027 is clearly out of scope. The user referred to only using a lookup, which might mean I should call both references. It's likely we need to clarify outputs instead of doing calculations. I should consider citing R1 and R7, noting that there is no applicable reference for the month, and possibly use lookup as the instructions suggest.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3000.00",
"middle_rate": "0.08",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-09 has no applicable reference row; provide a payroll month covered by the 2026 reference schedule or an applicable reference row."
}