← Heatmap / GLM 5.3 Flash · Task 49
GLM 5.3 Flash · Tool use · Task 49 (Traps, month not covered)
Mean 47.8%
| Field | Expected | Rollout #1 (97%) | Rollout #2 (-50%) | Rollout #3 (97%) |
|---|---|---|---|---|
| decision | clarify | clarify | (malformed) | clarify |
| reason code | NO_APPLICABLE_REFERENCE | NO_APPLICABLE_REFERENCE | (malformed) | NO_APPLICABLE_REFERENCE |
| clauses | R1 R7 | R1 R7 | (malformed) | 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 · 7.7s · $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 to see what inputs we have.
Tool
[
{"id": "9ad988b2861b15bb-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9ad988b2861b15bb-payroll")Reasoning
Let me read the payroll document.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "4210.43", "payroll_month": "2027-10"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-10. Only 2026 is covered per R1. Dates outside 2026 require clarification under R7 with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Let me verify by checking the reference tables to confirm 2027-10 has no row. The lookup_reference tool gives first-half or second-half reference rates and effective months. Let me check both halves to confirm the coverage.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.20"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-10 has no applicable reference row: the supplied reference tables cover only 2026-01 through 2026-12, and R1 states only 2026 is covered. Under R7 the month without a reference row requires clarification, and no old row may be extrapolated. Please provide a payroll month within 2026 or an authoritative reference row covering 2027-10 so the payslip can be calculated."
}
Reasoning
The reference rows cover only 2026-01 through 2026-12. The payroll month is 2027-10, which is outside 2026. Per R1: "Only 2026 is covered. Dates outside 2026 require clarification under R7." Per R7 item 3: "A month without a reference row: return decision: 'clarify' and reason_code: 'NO_APPLICABLE_REFERENCE', citing R1 and R7. Do not extrapolate an old row." So the answer is clarify with reason_code NO_APPLICABLE_REFERENCE, citing R1 and R7. Include a short explanation naming the unresolved blocker and asking for its resolution. The JSON fields for clarify: decision, reason_code, clauses, and optional explanation. No monetary fields.
Rollout #2 -50.0% malformed · 4 tool calls · 7.7s · $0.0016
| Component | Score | Clauses |
|---|---|---|
| decision | 0.0% | R1 R7 |
| exact | 0.0% | R1 R7 |
| field accuracy | 0.0% | R1 R7 |
| citations | 0.0% | R1 R7 |
Assistant
list_documents()Reasoning
Let me start by listing the documents to see what's in this case.
Tool
[
{"id": "9ad988b2861b15bb-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9ad988b2861b15bb-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "4210.43", "payroll_month": "2027-10"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-10. The rules say only 2026 is covered. Dates outside 2026 require clarification under R7. Also, the reference rows are available only through lookup_reference. Let me check the reference tables to confirm there's no row for 2027-10. The rule R1 says "Only 2026 is covered. Dates outside 2026 require clarification under R7." So for 2027-10, I should return clarify with NO_APPLICABLE_REFERENCE. But wait — should I check lookup_reference first? The case may include an authoritative reference_tables schedule. Let me check both halves to see if 2027-10 is covered. The rules say "Reference rows are available only through lookup_reference." Let me look up both halves to see the coverage.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.20"
}
Assistant
The payroll month `2027-10` falls outside the covered reference period: the lookup rows cover only 2026-01 through 2026-12. Both required inputs (`gross_pay`, `payroll_month`) are present, so this is a month without a reference row — clarification, not calculation, and no old row may be extrapolated.
{"decision": "clarify", "reason_code": "NO_APPLICABLE_REFERENCE", "clauses": ["R1", "R7"], "explanation": "Payroll month 2027-10 has no applicable reference row (reference tables cover only 2026-01 through 2026-12). Per R1 and R7, months outside the covered period require clarification; please provide a payroll month within 2026 or an applicable reference row. No payslip was calculated and no old row was extrapolated."}
Reasoning
The reference rows only cover 2026-01 through 2026-12. The payroll month is 2027-10, which is outside the covered range. Per R1 and R7, dates outside 2026 require clarification: reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Do not extrapolate an old row. The record has gross_pay "4210.43" and payroll_month "2027-10". Both required fields are present, so it's not MISSING_GROSS_PAY or MISSING_PAYROLL_MONTH. It's a month without a reference row → NO_APPLICABLE_REFERENCE. Per R7: "For these cases do not return calculated monetary fields." So the clarify answer includes decision, reason_code, clauses, and optionally a short explanation. Fields for clarify: decision, reason_code, clauses. An optional explanation string is permitted.
Rollout #3 96.7% passed · 4 tool calls · 9.8s · $0.0017
| 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 to see what case inputs exist.
Tool
[
{"id": "9ad988b2861b15bb-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="9ad988b2861b15bb-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "4210.43", "payroll_month": "2027-10"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-10. The rules say only 2026 is covered. A month without a reference row requires clarification under R7 with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. But wait — I should check the reference tables via lookup_reference to confirm. The rules say "Reference rows are available only through lookup_reference." Let me check both halves to be thorough — actually, the rule says only 2026 is covered. But there may be an authoritative reference_tables schedule for the case. Let me look up both halves to verify coverage. The two lookups are independent, so I can call them together.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.07",
"cap": "3500.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.20"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month is 2027-10, but the supplied reference tables cover only 2026 (2026-01 through 2026-06 and 2026-07 through 2026-12). Under R1 only 2026 is covered, and R7 requires clarification for a month without a reference row rather than extrapolating an old row. Please supply a payroll month within 2026 or an applicable reference row so the payslip can be calculated."
}
Reasoning
The reference tables cover only 2026 (first half: 2026-01 to 2026-06; second half: 2026-07 to 2026-12). The payroll month is 2027-10, which is outside 2026. Under R1: "Only 2026 is covered. Dates outside 2026 require clarification under R7." Under R7 point 3: "A month without a reference row: return decision: 'clarify' and reason_code: 'NO_APPLICABLE_REFERENCE', citing R1 and R7. Do not extrapolate an old row." So the answer is a clarification: decision "clarify", reason_code "NO_APPLICABLE_REFERENCE", clauses ["R1", "R7"], with a short explanation naming the unresolved blocker (payroll month 2027-10 is outside the covered range 2026) and asking for its resolution. Per the rules: "For these cases do not return calculated monetary fields." The clarify answer fields: decision, reason_code, clauses, plus optional explanation. No monetary fields.