← Heatmap / GPT 5.6 Luna · Task 108
GPT 5.6 Luna* · Tool use · Task 108 (Traps, conflicting pay)
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 · 4 tool calls · 10.8s · $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": "fe795276753ae001-payroll", "kind": "payroll"},
{"id": "fe795276753ae001-contract", "kind": "contract"}
]
Assistant
read_document(document_id="fe795276753ae001-payroll")read_document(document_id="fe795276753ae001-contract")Tool
{
"kind": "payroll",
"record": {"gross_pay": "5759.84", "payroll_month": "2026-04", "allowed_deduction": "67.09"}
}
Tool
{
"kind": "contract",
"gross_pay": "5759.85"
}
Assistant
lookup_reference(reference="first-half")Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "5000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3300.00",
"middle_rate": "0.12",
"upper_rate": "0.20"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll gross pay is 5759.84 LCR, while the contract gross pay is 5759.85 LCR. Provide an approved amendment effective no later than 2026-04 that matches the payroll gross pay, or resolve which gross-pay amount governs."
}
Reasoning
**Clarifying conflict details** I need to address a conflict in the documents, specifically regarding amendments. It appears that April's first half might be related to those "weird" months like January and June. I'm uncertain about whether clarification is necessary here. The answer fields should only focus on decision reason code clauses, and I need to cite R7 and R9 for explanations. There's mention of a blocker asking for resolution, and I need to ensure the output is in the right JSON format.
Rollout #2 100.0% passed · 5 tool calls · 8.1s · $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": "fe795276753ae001-payroll", "kind": "payroll"},
{"id": "fe795276753ae001-contract", "kind": "contract"}
]
Assistant
read_document(document_id="fe795276753ae001-payroll")read_document(document_id="fe795276753ae001-contract")lookup_reference(reference="first-half")lookup_reference(reference="second-half")Tool
{
"kind": "payroll",
"record": {"gross_pay": "5759.84", "payroll_month": "2026-04", "allowed_deduction": "67.09"}
}
Tool
{
"kind": "contract",
"gross_pay": "5759.85"
}
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "5000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3300.00",
"middle_rate": "0.12",
"upper_rate": "0.20"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll gross pay is 5759.84 LCR, while the contract gross pay is 5759.85 LCR. Please provide an approved amendment effective no later than 2026-04 that matches the payroll gross pay, or resolve the conflicting amounts."
}
Rollout #3 100.0% passed · 5 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()lookup_reference(reference="first-half")lookup_reference(reference="second-half")Tool
[
{"id": "fe795276753ae001-payroll", "kind": "payroll"},
{"id": "fe795276753ae001-contract", "kind": "contract"}
]
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.05",
"cap": "5000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3300.00",
"middle_rate": "0.12",
"upper_rate": "0.20"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.18"
}
Assistant
read_document(document_id="fe795276753ae001-payroll")read_document(document_id="fe795276753ae001-contract")Tool
{
"kind": "payroll",
"record": {"gross_pay": "5759.84", "payroll_month": "2026-04", "allowed_deduction": "67.09"}
}
Tool
{
"kind": "contract",
"gross_pay": "5759.85"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll record lists gross pay of 5759.84 LCR, while the contract lists 5759.85 LCR. Provide an approved amendment effective no later than 2026-04 that matches the payroll gross pay, or resolve the conflicting amounts."
}
Reasoning
**Seeking clarity on conflict** I realize there’s a conflict, and I haven't been given any amendments. I need to clarify because despite the request for calculations, it seems important to specify the exact JSON fields along with the reasoning for decision clauses, even if the explanation is optional. I should also mention the unresolved blocker and ask for a resolution to that.