← Heatmap / GPT 5.6 Luna · Task 44
GPT 5.6 Luna* · Single-turn · Task 44 (Traps, month not covered)
Mean 98.9%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (97%) | 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.
Source documents: {"93c6cd218be71e1f-payroll": {"kind": "payroll", "record": {"gross_pay": "2246.04", "payroll_month": "2025-07", "allowed_deduction": "103.13"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.05", "cap": "3500.00", "deduction": "400.00", "free": "1200.00", "upper": "3600.00", "middle_rate": "0.14", "upper_rate": "0.18"}, "second-half": {"rate": "0.08", "cap": "3500.00", "deduction": "400.00", "free": "1100.00", "upper": "2800.00", "middle_rate": "0.12", "upper_rate": "0.24"}}
Rollouts
Rollout #1 100.0% passed · 4.1s · $0.0003
| 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
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "Payroll month 2025-07 has no applicable reference row. Please provide a payroll month covered by the rulebook or an applicable reference schedule."
}
Rollout #2 96.7% passed · 8.2s · $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 | 66.7% | R1 R7 |
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-07 is outside the covered 2026 reference schedule. Provide a payroll month covered by an applicable reference row."
}
Reasoning
**Clarifying month and details** I need to specify which month outside 2026 we're talking about. It's important to know the exact JSON fields so I can understand the decision's reason code, along with any optional explanations. I should cite R1 and R7 for reference. I also want to provide a brief explanation about naming the blocker while seeking a resolution. Making sure I have all the details clear is crucial for moving forward!
Rollout #3 100.0% passed · 4.1s · $0.0003
| 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
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-07 is outside the covered 2026 reference periods. Provide a payroll month covered by the applicable reference schedule."
}