← Heatmap / GLM 5.3 Flash · Task 13
GLM 5.3 Flash · Tool use · Task 13 (Traps, missing gross pay)
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | clarify | clarify | clarify | clarify |
| reason code | MISSING_GROSS_PAY | MISSING_GROSS_PAY | MISSING_GROSS_PAY | MISSING_GROSS_PAY |
| 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 #1 100.0% passed · 3 tool calls · 6.5s · $0.0015
| 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's in this case.
Tool
[
{"id": "6232153c41519a05-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6232153c41519a05-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-02"}
}
Assistant
lookup_reference(reference="first-half")Reasoning
The payroll record has only `payroll_month: "2026-02"` and no `gross_pay`. Per R7 order: 1. Missing `gross_pay`: return `decision: "clarify"` and `reason_code: "MISSING_GROSS_PAY"`, citing R1 and R7. The payroll month is present (2026-02, valid format and covered by reference rows), so the first check that fails is missing gross_pay. The answer fields for clarify: decision, reason_code, clauses. Optional explanation string. No monetary fields. Clauses: R1 and R7.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.04",
"cap": "5000.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3300.00",
"middle_rate": "0.10",
"upper_rate": "0.22"
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The payroll record for 2026-02 lacks the required gross_pay, which R1 makes mandatory. Please supply the employee's monthly gross pay in LCR so the payslip can be calculated."
}
Reasoning
The record has payroll_month "2026-02" but no gross_pay. Per R7 check order: 1. Missing gross_pay → clarify with reason_code "MISSING_GROSS_PAY", citing R1 and R7. The month is present and covered (2026-02 falls in the first-half row's months 2026-01 through 2026-06), so check 1 applies: missing gross_pay comes first in the order. Return clarify JSON with decision, reason_code, clauses. No monetary fields. Include a short explanation naming the unresolved blocker.
Rollout #2 100.0% passed · 2 tool calls · 7.9s · $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 | 100.0% | R1 R7 |
Assistant
list_documents()Reasoning
Let me start by listing the documents to see what inputs we have.
Tool
[
{"id": "6232153c41519a05-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6232153c41519a05-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-02"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The payroll record for 2026-02 contains no gross_pay value, which is required under R1. Per R7, missing gross_pay must be clarified before any calculation. Please supply the employee's gross_pay for 2026-02 so the payslip can be computed."
}
Reasoning
The payroll record has only `payroll_month: "2026-02"` and no `gross_pay`. Per R7 step 1: Missing `gross_pay` → clarify with reason_code "MISSING_GROSS_PAY", citing R1 and R7. Wait, order of checks: R7 says check in order: 1. Missing gross_pay: clarify MISSING_GROSS_PAY 2. Missing payroll_month: clarify MISSING_PAYROLL_MONTH 3. Month without reference row: NO_APPLICABLE_REFERENCE 4. Conflicting gross_pay Here gross_pay is missing, so reason_code MISSING_GROSS_PAY. The payroll month is present and within 2026, but the first check triggers. The answer format for clarify: decision, reason_code, clauses, optional explanation. "Missing required values include explicit null." Hmm — "For these cases do not return calculated monetary fields. Missing required values include explicit null." So maybe include gross_pay: null? The allowed answer fields for clarify are decision, reason_code, clauses (plus optional explanation). The instruction says "Missing required values include explicit null" — this suggests if a field like gross_pay is missing, include it as explicit null. But the allowed fields list doesn't include gross_pay for clarify. Hmm, "Do not include input-only fields such as payroll_month, contract_gross_pay, or amendment." gross_pay is an answer field for calculate. For clarify, allowed fields are decision, reason_code, clauses. I think including gross_pay: null might be acceptable given "Missing required values include explicit null". But the safest interpretation: the allowed answer fields for clarify are decision, reason_code, clauses, and optional explanation. The "explicit null" instruction likely refers to not substituting zero — i.e., don't guess. Since the schema for clarify only allows decision, reason_code, clauses (and explanation), I'll stick to those. Actually, let me reconsider: "Missing required values include explicit null. Do not guess a value or substitute zero." This is guidance on how to handle missing values in the JSON — include them as null rather than omitting or guessing. But "Use exactly the required answer fields" for clarify is decision, reason_code, clauses. Adding gross_pay: null could violate "Use exactly the required answer fields". The phrase "and only the clauses that directly govern the answer" refers to clauses. Hmm, there's tension. I think the safest is to follow the allowed fields strictly: decision, reason_code, clauses, explanation. The "explicit null" line likely applies to records where a value is missing but the schema expects it — e.g., in calculate answers if something were missing. But for clarify, the fields are fixed. I'll include explanation naming the blocker and asking for resolution. Do I need to check the reference row? No — the blocker is missing gross_pay, which is check #1. No calculation needed. Cite R1 and R7. The output must be one JSON object without Markdown fences or surrounding prose.
Rollout #3 100.0% passed · 2 tool calls · 6.5s · $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 see what inputs we have.
Tool
[
{"id": "6232153c41519a05-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="6232153c41519a05-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-02"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The payroll record for 2026-02 is missing the required gross_pay value. Per R7 check order, missing gross_pay blocks calculation before any reference-row lookup. Please supply the employee's gross monthly pay in LCR so the payslip can be calculated."
}
Reasoning
The payroll record has only `payroll_month: "2026-02"` and no `gross_pay`. Per R7 check order: 1. Missing `gross_pay`: return `decision: "clarify"` and `reason_code: "MISSING_GROSS_PAY"`, citing R1 and R7. The month 2026-02 is covered (2026 is covered), but the check order says missing gross_pay is checked first. So the answer is clarify with MISSING_GROSS_PAY. The clarification should include a short explanation naming the unresolved blocker and asking for its resolution. Fields: decision, reason_code, clauses. Missing required values include explicit null — but for clarify, the fields allowed are decision, reason_code, clauses (and optional explanation). The rule says "Missing required values include explicit null" — but the allowed answer fields for clarify don't include gross_pay. Actually the allowed fields list says: "clarify uses decision, reason_code, clauses." So I should not include gross_pay field. The "explicit null" mention might apply to calculate cases with missing values, but since clarify only allows those fields, I'll stick to decision, reason_code, clauses, and explanation. Do I need lookup_reference? The month is 2026-02, which is covered by reference rows. But since gross_pay is missing, check #1 triggers first — no need to look up reference for the clarify decision. The check order is: missing gross_pay first. So no lookup needed. Citations: R1 and R7. Return one JSON object without Markdown fences or surrounding prose.