← Heatmap / GLM 5.3 Flash · Task 107
GLM 5.3 Flash · Tool use · Task 107 (Traps, month not covered)
Mean 97.8%
| Field | Expected | Rollout #1 (97%) | Rollout #2 (100%) | Rollout #3 (97%) |
|---|---|---|---|---|
| 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 96.7% passed · 4 tool calls · 8.6s · $0.0010
| 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
list_documents()Reasoning
Let me start by listing the documents and reading the case inputs.
Tool
[
{"id": "6f10b60ba9a767ab-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6f10b60ba9a767ab-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "6291.88", "payroll_month": "2027-07", "allowed_deduction": "228.67"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-07. Only 2026 is covered by the reference rows. Dates outside 2026 require clarification under R7 with reason_code "NO_APPLICABLE_REFERENCE". Let me verify the reference tables just to confirm — the rules say "Only 2026 is covered." Let me check lookup_reference for first-half and second-half to confirm the covered months. Actually, the payroll month 2027-07 falls outside 2026, so no reference row applies. Per R7 item 3: return decision "clarify" with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Let me still check the reference tables to be thorough — maybe the case schedule covers 2027? The rules say "Only 2026 is covered" but a case may include an authoritative reference_tables schedule. In tool mode, the schedule is available only through lookup_reference. Let me check both halves to see the effective months.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "5000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.24"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "2800.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month is 2027-07, but the reference tables cover only 2026-01 through 2026-12 (first-half: 2026-01 to 2026-06; second-half: 2026-07 to 2026-12). No reference row applies to 2027-07, and under R1 only 2026 is covered and R7 forbids extrapolating an old row. Please supply a payroll month within 2026 (or an applicable reference schedule) so the payslip can be calculated."
}
Reasoning
The reference rows cover only 2026-01 through 2026-12. The payroll month is 2027-07, which has no applicable reference row. Per R7 item 3, return clarify with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Do not extrapolate an old row. Do not return calculated monetary fields.
Rollout #2 100.0% passed · 4 tool calls · 8.2s · $0.0010
| 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()Reasoning
Let me start by listing the documents to get the case inputs.
Tool
[
{"id": "6f10b60ba9a767ab-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6f10b60ba9a767ab-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "6291.88", "payroll_month": "2027-07", "allowed_deduction": "228.67"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-07. The rules say only 2026 is covered. A month outside 2026 (2027-07) has no reference row, so under R7 item 3, this requires clarification with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Wait, let me double-check: R1 says "Only 2026 is covered. Dates outside 2026 require clarification under R7." So 2027-07 is outside coverage → clarify with NO_APPLICABLE_REFERENCE. But should I check the reference tables anyway? R1 mentions "A case may include an authoritative reference_tables schedule for first-half and second-half." In tool mode this schedule is available only through lookup_reference. Let me check lookup_reference to see if there's a schedule covering 2027-07. The defaults only cover 2026, but maybe the case schedule covers 2027. I should verify via lookup_reference before concluding no applicable reference. Let me call both lookup_reference calls in parallel.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "5000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.24"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "2800.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-07 has no applicable reference row: lookup_reference covers only 2026-01 through 2026-12, and R1 states only 2026 is covered. Under R7 the old rows must not be extrapolated, so no payslip can be calculated. Please supply a record for a covered 2026 month or an authoritative reference row for 2027-07 to resolve this."
}
Reasoning
The reference rows cover only 2026-01 through 2026-12. The payroll month is 2027-07, which has no applicable reference row. Under R7 item 3: return decision "clarify", reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Do not extrapolate an old row. Also, R4 says: "When the month or applicable row is absent, accept structurally valid deductions up to the largest reference deduction cap for task validation, but do not calculate a payslip or assume a reference row." The allowed_deduction of 228.67 is structurally valid (non-negative, two decimals) and under the largest cap (400.00). But we still don't calculate a payslip. So the answer: clarify with NO_APPLICABLE_REFERENCE, clauses ["R1", "R7"], plus a short explanation naming the unresolved blocker (payroll month 2027-07 has no reference row; only 2026 is covered) and asking for resolution. Output must be one JSON object without Markdown fences or surrounding prose. Fields: decision, reason_code, clauses, and optional explanation. No monetary fields.
Rollout #3 96.7% passed · 4 tool calls · 8.8s · $0.0009
| 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
list_documents()Reasoning
Let me start by listing documents to get the case inputs.
Tool
[
{"id": "6f10b60ba9a767ab-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6f10b60ba9a767ab-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "6291.88", "payroll_month": "2027-07", "allowed_deduction": "228.67"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-07. The rules say only 2026 is covered. A month outside 2026 requires clarification under R7 — specifically, "A month without a reference row: return decision: 'clarify' and reason_code: 'NO_APPLICABLE_REFERENCE', citing R1 and R7." Let me verify with lookup_reference that there's no row for 2027-07. I should check both halves to confirm no applicable row. Actually, the rule says select the reference row using the payroll month. Only 2026 is covered. 2027-07 is outside 2026, so no applicable reference row. Let me still check lookup_reference to confirm — the tool provides first-half and second-half reference rates. Let me look up both to confirm the covered months.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.07",
"cap": "5000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.14",
"upper_rate": "0.24"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1000.00",
"upper": "2800.00",
"middle_rate": "0.08",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-07 has no applicable reference row: the supplied reference tables cover only 2026-01 through 2026-12, and under R1 only 2026 is covered. Per R7(3), an old row must not be extrapolated and no payslip may be calculated or reference row assumed. Please provide a payroll month with an applicable reference row (or an authoritative reference schedule covering 2027-07) so the payroll can be calculated."
}
Reasoning
The reference rows only cover 2026-01 through 2026-12. The payroll month is 2027-07, which has no applicable reference row. Per R7 item 3: return decision "clarify" with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Do not extrapolate an old row. Do not return calculated monetary fields. Note: R4 says "When the month or applicable row is absent, accept structurally valid deductions up to the largest reference deduction cap for task validation, but do not calculate a payslip or assume a reference row." So the answer is clarify. Fields for clarify: decision, reason_code, clauses, plus optional explanation. The explanation should name the unresolved blocker and ask for its resolution.