← Heatmap / GLM 5.3 Flash · Task 2
GLM 5.3 Flash · Tool use · Task 2 (Traps, month not covered)
Mean 50.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (-50%) | Rollout #3 (100%) |
|---|---|---|---|---|
| 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 #1 100.0% passed · 4 tool calls · 7.3s · $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 | 100.0% | R1 R7 |
Assistant
list_documents()Reasoning
Let me start by listing the documents to see what inputs are available.
Tool
[
{"id": "0e275114d03c4bdf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="0e275114d03c4bdf-payroll")Reasoning
One payroll document. Let me read it.
Tool
{
"kind": "payroll",
"record": {"gross_pay": "8177.17", "payroll_month": "2027-09", "allowed_deduction": "213.78"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-09. The rules say only 2026 is covered. A month outside 2026 requires clarification under R7 with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Wait — but R1 says "A case may include an authoritative `reference_tables` schedule for first-half and second-half. When supplied, its numeric values replace the defaults above for that case only." But even with a schedule, the coverage is "Only 2026 is covered." Actually the schedule replaces numeric values but the period boundaries stay the same. Let me check lookup_reference to see if there's a case schedule that might cover 2027. The instructions say "Reference rows are available only through lookup_reference." Let me check both halves to see if there's a schedule covering 2027-09. Actually, R1 says "Only 2026 is covered. Dates outside 2026 require clarification under R7." But it also says a case may include an authoritative reference_tables schedule. If the schedule covers 2027-09, then maybe it applies. Let me look up both halves to check. 2027-09 — September is in the second half presumably (first half might be Jan–Jun, second half Jul–Dec). Let me check.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3000.00",
"middle_rate": "0.08",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-09 has no applicable reference row: the case schedule covers only 2026-01 through 2026-06 (first half) and 2026-07 through 2026-12 (second half), and R1 limits coverage to 2026. Per R7, a month without a reference row requires clarification 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
Both reference rows cover only 2026 months: first-half covers 2026-01 to 2026-06, second-half covers 2026-07 to 2026-12. The payroll month is 2027-09, 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 → clarify with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Do not extrapolate an old row. So the answer is a clarification. Allowed answer fields for clarify: decision, reason_code, clauses. Optional explanation. No monetary fields. Return JSON object without Markdown fences.
Rollout #2 -50.0% malformed · 4 tool calls · 6.3s · $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 get the case inputs.
Tool
[
{"id": "0e275114d03c4bdf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="0e275114d03c4bdf-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "8177.17", "payroll_month": "2027-09", "allowed_deduction": "213.78"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-09. The rules say only 2026 is covered. Dates outside 2026 require clarification under R7 with reason_code "NO_APPLICABLE_REFERENCE". Let me check the reference tables to confirm — but the rule says only 2026 is covered. Let me verify with lookup_reference anyway to confirm there's no 2027 row. Actually, the rule R1 states "Only 2026 is covered. Dates outside 2026 require clarification under R7." And 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. I should still check the reference tables via lookup_reference to confirm no 2027-09 row exists. Let me do both lookups in parallel since they're independent.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3600.00",
"middle_rate": "0.12",
"upper_rate": "0.18"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3000.00",
"middle_rate": "0.08",
"upper_rate": "0.24"
}
Assistant
The payroll record is for month 2027-09, but the case reference schedule covers only 2026-01 through 2026-12 (first-half: 2026-01 to 2026-06; second-half: 2026-07 to 2026-12). Under R1 only 2026 is covered, and R7 forbids extrapolating an old row, so no payslip can be calculated without a valid reference row for 2027-09.
{"decision": "clarify", "reason_code": "NO_APPLICABLE_REFERENCE", "clauses": ["R1", "R7"], "explanation": "Payroll month 2027-09 has no applicable reference row: the supplied reference schedule covers only 2026-01 through 2026-12, and R1 restricts coverage to 2026. Please provide a reference row effective for 2027-09 (or correct the payroll month) so the calculation can proceed; no old row was extrapolated per R7."}
Reasoning
The reference tables only cover 2026-01 through 2026-12. The payroll month is 2027-09, which is outside 2026 and has no applicable reference row. Per R7 item 3, I must return decision "clarify" with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Do not extrapolate an old row. Answer fields for clarify: decision, reason_code, clauses. An optional explanation string is permitted. I should name the unresolved blocker and ask for its resolution.
Rollout #3 100.0% passed · 3 tool calls · 7.2s · $0.0012
| 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": "0e275114d03c4bdf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="0e275114d03c4bdf-payroll")Tool
{
"kind": "payroll",
"record": {"gross_pay": "8177.17", "payroll_month": "2027-09", "allowed_deduction": "213.78"}
}
Assistant
lookup_reference(reference="second-half")Reasoning
The payroll month is 2027-09. Per R1, only 2026 is covered. A month without a reference row requires clarification under R7 with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Let me double-check the reference tables — the rules say only 2026 is covered. The payroll month is 2027-09, which is outside 2026. So no applicable reference row. I should return clarify. Let me verify by checking lookup_reference? The rules say the month must use YYYY-MM with year 2000-2099 — 2027-09 is structurally valid, but only 2026 is covered. So clarification under R7 item 3: NO_APPLICABLE_REFERENCE. I don't strictly need to call lookup_reference since the rulebook states only 2026 is covered. But maybe I should verify to be safe. The lookup_reference tool returns first-half or second-half reference rates — presumably for 2026. The month 2027-09 has no reference row. Calling lookup_reference wouldn't confirm 2027 coverage. I could call it to confirm the schedule covers only 2026, but the rulebook already says only 2026 is covered. I'll just answer. Answer format for clarify: decision, reason_code, clauses, optional explanation. No monetary fields.
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "4000.00",
"deduction": "400.00",
"free": "1100.00",
"upper": "3000.00",
"middle_rate": "0.08",
"upper_rate": "0.24"
}
Assistant
{
"decision": "clarify",
"reason_code": "NO_APPLICABLE_REFERENCE",
"clauses": ["R1", "R7"],
"explanation": "The payroll month 2027-09 is outside the covered period; only 2026 months have reference rows (the second-half schedule covers 2026-07 through 2026-12). No payslip can be calculated and no old row may be extrapolated. Please supply a payroll month within 2026 or the applicable reference schedule for 2027-09."
}
Reasoning
The reference schedule covers only 2026 months (first half and second half). The payroll month is 2027-09, which has no reference row. Per R7 item 3, return clarify with reason_code "NO_APPLICABLE_REFERENCE", citing R1 and R7. Do not extrapolate.