← Heatmap / GPT 5.6 Luna · Task 44
GPT 5.6 Luna* · Tool use · Task 44 (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 · 13.3s · $0.0012
| 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": "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="first-half")lookup_reference(reference="second-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
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 available 2026 reference rows. Provide a payroll month covered by an applicable reference row."
}
Rollout #2 100.0% passed · 3 tool calls · 8.7s · $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": "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="first-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-07 has no applicable reference row. Provide a payroll month covered by a reference row."
}
Reasoning
**Clarifying validation requirements** I notice there's no applicable row for July 2025, so I should clarify before proceeding with any validation deductions. It seems structurally valid if we consider the largest cap. I need to ensure the JSON fields are exact; having clauses with an optional explanation would be helpful. Maybe I should include a short explanation addressing the unresolved blocker and asking for a resolution. The relevant clauses likely include "R1" and "R7."
Rollout #3 100.0% passed · 4 tool calls · 10.7s · $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()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="first-half")lookup_reference(reference="second-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.18"
}
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 has no applicable reference row; provide a payroll month covered by the reference schedule."
}