← Heatmap / GPT 5.6 Luna · Task 32
GPT 5.6 Luna* · Single-turn · Task 32 (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: {"efa5f8e964c98c5c-payroll": {"kind": "payroll", "record": {"gross_pay": "7777.07", "payroll_month": "2025-08", "allowed_deduction": "12.47"}}}
Authoritative case reference schedule: {"first-half": {"rate": "0.07", "cap": "4000.00", "deduction": "400.00", "free": "1200.00", "upper": "3300.00", "middle_rate": "0.08", "upper_rate": "0.24"}, "second-half": {"rate": "0.05", "cap": "3500.00", "deduction": "400.00", "free": "1000.00", "upper": "3600.00", "middle_rate": "0.08", "upper_rate": "0.18"}}
Rollouts
Rollout #1 100.0% passed · 4.6s · $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 2025-08 has no applicable reference row; provide a payroll month covered by the rulebook or an applicable reference schedule."
}
Rollout #2 96.7% passed · 6.6s · $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 | 66.7% | R1 R7 |
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2025-08 is outside the covered 2026 reference periods. Provide a payroll month covered by an applicable reference row."
}
Reasoning
**Clarifying output requirements** I need to ensure that there are no references to months beyond 2025 in the output. I should focus on the exact fields that need decision-related reasons, including optional explanations and any applicable naming conventions. It's also crucial to clarify any blockers that might be present so I can ask for a resolution. I should cite references R1 and R7 and ensure that the output is in JSON format only.
Rollout #3 100.0% passed · 3.1s · $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 2025-08 is outside the covered 2026 reference periods. Please provide a covered payroll month or an applicable reference row."
}