← Heatmap / GLM 5.3 Flash · Task 46
GLM 5.3 Flash · Tool use · Task 46 (Traps, missing gross pay)
Mean 50.0%
| Field | Expected | Rollout #1 (-50%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | clarify | (malformed) | clarify | clarify |
| reason code | MISSING_GROSS_PAY | (malformed) | MISSING_GROSS_PAY | MISSING_GROSS_PAY |
| clauses | R1 R7 | (malformed) | 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 -50.0% malformed · 2 tool calls · 6.6s · $0.0008
| 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": "5d0252eecded84f4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5d0252eecded84f4-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-05", "allowed_deduction": "233.79"}
}
Assistant
The payroll record for `2026-05` contains only `payroll_month` and `allowed_deduction` — there is no `gross_pay`, and no `contract_gross_pay` or amendment exists to supply it. Under R7's check order, missing `gross_pay` is the first blocker, so clarification is required before any calculation (and no monetary fields may be returned).
```json
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The 2026-05 payroll record lacks gross_pay, which R1 requires; no contract value or approved amendment supplies it. Please provide the missing gross_pay so the payslip can be calculated."
}
```
Reasoning
The payroll record has:
- payroll_month: "2026-05"
- allowed_deduction: "233.79"
- gross_pay: missing!
Per R7, missing gross_pay: return decision "clarify", reason_code "MISSING_GROSS_PAY", citing R1 and R7. No amendment is present, no contract_gross_pay either. Missing required values include explicit null.
Wait — the instructions say "Missing required values include explicit null." The answer fields allowed for clarify: decision, reason_code, clauses. Plus optional explanation string. It says "Do not include input-only fields such as payroll_month, contract_gross_pay, or amendment." So I shouldn't add gross_pay null field? Hmm, "Missing required values include explicit null" — that seems to refer to when a record has explicit nulls, they are missing. The answer fields for clarify are decision, reason_code, clauses, and optional explanation. I should not include input-only fields.
Before clarifying, should I check the reference row? The order in R7: check required and conflicting inputs in this order: 1. Missing gross_pay → clarify MISSING_GROSS_PAY. So missing gross_pay takes precedence. I don't even need to look up the reference since month 2026-05 is covered anyway. But to be safe, the month 2026-05 is covered (only 2026 is covered). The first blocker is missing gross_pay.
Do I need to call lookup_reference? Not strictly necessary for a clarify decision on missing gross_pay. But it could be prudent to confirm the month has a reference row — actually no, the check order says missing gross_pay is checked first, so the decision is clarify regardless. I could still do a lookup to be thorough, but it's not needed. Let me just answer.
Actually, let me consider: should I verify the reference row exists for 2026-05? If the month had no reference row AND gross pay was missing, which takes precedence? R7 order: missing gross_pay is #1, no reference row is #3. So missing gross_pay wins. The month 2026-05 is within 2026, so covered anyway.
Answer JSON:
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The payroll record for 2026-05 contains no gross_pay (and no contract_gross_pay or amendment to supply it). Provide the missing gross_pay to proceed."
}
Rollout #2 100.0% passed · 2 tool calls · 6.5s · $0.0008
| 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": "5d0252eecded84f4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5d0252eecded84f4-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-05", "allowed_deduction": "233.79"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The payroll record for 2026-05 supplies payroll_month and allowed_deduction but omits gross_pay, which is a required input under R1. Per R7, gross_pay must not be guessed or defaulted to zero; please provide the employee's gross pay for 2026-05 so the payslip can be calculated."
}
Reasoning
The payroll record has: - payroll_month: 2026-05 - allowed_deduction: 233.79 - gross_pay: missing! Per R7: Missing `gross_pay`: return `decision: "clarify"` and `reason_code: "MISSING_GROSS_PAY"`, citing R1 and R7. Wait, but let me check the order of checks: 1. Missing gross_pay → MISSING_GROSS_PAY (R1, R7) 2. Missing payroll_month → MISSING_PAYROLL_MONTH 3. Month without reference row → NO_APPLICABLE_REFERENCE 4. Conflicting gross_pay → CONFLICTING_GROSS_PAY gross_pay is missing. payroll_month is present (2026-05, valid format, within 2026). So the first check triggers: clarify with MISSING_GROSS_PAY. Should I look up the reference? The month 2026-05 is covered, so no need for NO_APPLICABLE_REFERENCE. The check order puts missing gross_pay first anyway. The answer: decision clarify, reason_code MISSING_GROSS_PAY, clauses R1, R7. Include short explanation naming the unresolved blocker and asking for resolution. Do not include calculated monetary fields. Missing required values include explicit null — but the allowed answer fields for clarify are decision, reason_code, clauses, plus optional explanation. So I shouldn't add a gross_pay field. The instruction says "Missing required values include explicit null" — but the allowed fields are only decision, reason_code, clauses for clarify. So I'll keep it to those. No need for lookup_reference or calculate since we're clarifying. But wait — should I verify the month has a reference row? The check order is: missing gross_pay first. Since gross_pay is missing, we return MISSING_GROSS_PAY regardless. The month 2026-05 is in 2026 which is covered, so no conflict anyway. Let me return the JSON.
Rollout #3 100.0% passed · 2 tool calls · 5.6s · $0.0007
| 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": "5d0252eecded84f4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5d0252eecded84f4-payroll")Tool
{
"kind": "payroll",
"record": {"payroll_month": "2026-05", "allowed_deduction": "233.79"}
}
Assistant
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "The payroll record for 2026-05 supplies only payroll_month and allowed_deduction; gross_pay is missing and no contract value or amendment is present. Under R7 check order, missing gross_pay must be clarified before any reference row is applied, so no payslip can be calculated. Please provide the employee's gross_pay for 2026-05."
}
Reasoning
The payroll record has:
- payroll_month: 2026-05
- allowed_deduction: 233.79
- No gross_pay!
Per R7: Missing gross_pay → decision "clarify", reason_code "MISSING_GROSS_PAY", citing R1 and R7.
Wait, but let me check — there's no contract_gross_pay, no amendment. gross_pay is missing. So per R7 rule 1: Missing gross_pay → clarify with MISSING_GROSS_PAY, citing R1 and R7.
The answer format for clarify: decision, reason_code, clauses. Optional explanation string. Money fields should not be included for clarify cases ("For these cases do not return calculated monetary fields").
So the answer is:
{
"decision": "clarify",
"reason_code": "MISSING_GROSS_PAY",
"clauses": ["R1", "R7"],
"explanation": "..."
}
I don't need lookup_reference or calculate since we can't calculate. The month 2026-05 is covered presumably, but gross_pay is missing, which is checked first (order: 1. missing gross_pay, 2. missing payroll_month, 3. no reference row, 4. conflicting gross pay). So MISSING_GROSS_PAY is the answer.
No tool calls needed beyond that. Let me produce the JSON.