← Heatmap / GPT 5.6 Luna · Task 47
GPT 5.6 Luna* · Tool use · Task 47 (Traps, conflicting pay (future amendment))
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | clarify | clarify | clarify | clarify |
| reason code | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY |
| clauses | R7 R9 | R7 R9 | R7 R9 | R7 R9 |
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 · 6 tool calls · 7.7s · $0.0007
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R7 R9 |
| exact | 100.0% | R7 R9 |
| field accuracy | 100.0% | R7 R9 |
| citations | 100.0% | R7 R9 |
| explanation | 100.0% | R7 R9 |
Assistant
list_documents()Tool
[
{"id": "df45190a128d0c2c-payroll", "kind": "payroll"},
{"id": "df45190a128d0c2c-contract", "kind": "contract"},
{"id": "df45190a128d0c2c-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="df45190a128d0c2c-payroll")read_document(document_id="df45190a128d0c2c-contract")read_document(document_id="df45190a128d0c2c-amendment")lookup_reference(reference="first-half")lookup_reference(reference="second-half")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3807.00", "payroll_month": "2026-04", "allowed_deduction": "181.70"}
}
Tool
{
"kind": "contract",
"gross_pay": "3807.01"
}
Tool
{
"kind": "amendment",
"gross_pay": "3807.00",
"approved": true,
"effective_month": "2026-06"
}
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.14",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll gross pay is 3807.00, while the contract gross pay is 3807.01. The approved amendment is effective 2026-06, after the 2026-04 payroll month, so it does not resolve the conflict. Provide an approved amendment effective no later than 2026-04 that matches the payroll gross pay, or otherwise resolve the discrepancy."
}
Reasoning
**Clarifying month arrays and conflicts** I need to note that odd months correspond to two arrays: the first half of the year (January to June) and the second half (July to December). April is often the first month to consider here. There's an amendment coming in June that doesn't resolve existing conflicts, which is confusing. I need to clarify the conflicting details regarding gross amounts. I'll include a note about the necessary approvals to match payroll gross fields in JSON format, focusing on relevant clauses like "R7" and "R9."
Rollout #2 100.0% passed · 6 tool calls · 10.4s · $0.0008
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R7 R9 |
| exact | 100.0% | R7 R9 |
| field accuracy | 100.0% | R7 R9 |
| citations | 100.0% | R7 R9 |
| explanation | 100.0% | R7 R9 |
Assistant
list_documents()Tool
[
{"id": "df45190a128d0c2c-payroll", "kind": "payroll"},
{"id": "df45190a128d0c2c-contract", "kind": "contract"},
{"id": "df45190a128d0c2c-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="df45190a128d0c2c-payroll")read_document(document_id="df45190a128d0c2c-contract")read_document(document_id="df45190a128d0c2c-amendment")lookup_reference(reference="first-half")lookup_reference(reference="second-half")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3807.00", "payroll_month": "2026-04", "allowed_deduction": "181.70"}
}
Tool
{
"kind": "contract",
"gross_pay": "3807.01"
}
Tool
{
"kind": "amendment",
"gross_pay": "3807.00",
"approved": true,
"effective_month": "2026-06"
}
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.14",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The contract gross pay is 3807.01 while the payroll gross pay is 3807.00. The approved amendment is effective 2026-06, after the 2026-04 payroll month, so it does not resolve the conflict. Please provide an approved amendment effective no later than 2026-04 that matches the payroll gross pay, or correct the conflicting record."
}
Rollout #3 100.0% passed · 6 tool calls · 7.1s · $0.0006
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R7 R9 |
| exact | 100.0% | R7 R9 |
| field accuracy | 100.0% | R7 R9 |
| citations | 100.0% | R7 R9 |
| explanation | 100.0% | R7 R9 |
Assistant
list_documents()Tool
[
{"id": "df45190a128d0c2c-payroll", "kind": "payroll"},
{"id": "df45190a128d0c2c-contract", "kind": "contract"},
{"id": "df45190a128d0c2c-amendment", "kind": "amendment"}
]
Assistant
read_document(document_id="df45190a128d0c2c-payroll")read_document(document_id="df45190a128d0c2c-contract")read_document(document_id="df45190a128d0c2c-amendment")lookup_reference(reference="first-half")lookup_reference(reference="second-half")Tool
{
"kind": "payroll",
"record": {"gross_pay": "3807.00", "payroll_month": "2026-04", "allowed_deduction": "181.70"}
}
Tool
{
"kind": "contract",
"gross_pay": "3807.01"
}
Tool
{
"kind": "amendment",
"gross_pay": "3807.00",
"approved": true,
"effective_month": "2026-06"
}
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "3500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.14",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll gross pay is 3807.00, while the contract gross pay is 3807.01. The approved amendment is effective 2026-06, after the 2026-04 payroll month, so it does not resolve the conflict. Provide an approved amendment effective no later than 2026-04 that matches the payroll gross pay, or otherwise resolve which gross pay is authoritative."
}
Reasoning
**Clarifying contract timelines** I’m focusing on the first half of April 2026. There’s a conflict regarding the contract amendment that's effective in June, which complicates things for April. I should clarify this point. I need to cite R7 and R9, providing a brief explanation of what's blocking resolution. Only the exact fields related to the decision reason code and the clauses will be needed, along with an optional explanation if necessary.