Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 28
GLM 5.3 Flash · Tool use · Task 28 (Traps, missing month) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision clarify clarify clarify clarify
reason code MISSING_PAYROLL_MONTH MISSING_PAYROLL_MONTH MISSING_PAYROLL_MONTH MISSING_PAYROLL_MONTH
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 · 6.7s · $0.0013
ComponentScoreClauses
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": "5907abef11c974cf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5907abef11c974cf-payroll")
Reasoning
One payroll document. Let me read it.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "1930.34", "allowed_deduction": "228.05"}
}
Assistant
calculate(program="x = 1")
Reasoning
The payroll record has gross_pay = 1930.34 and allowed_deduction = 228.05, but no payroll_month. Per R7, missing payroll_month → clarify with reason_code "MISSING_PAYROLL_MONTH", citing R1 and R7.

Wait — let me double check the record. The record contains: gross_pay: "1930.34", allowed_deduction: "228.05". No payroll_month field. So it's missing payroll_month.

R7 order: 1. Missing gross_pay → MISSING_GROSS_PAY. 2. Missing payroll_month → MISSING_PAYROLL_MONTH. Gross pay is present, so check #2: missing payroll_month → clarify MISSING_PAYROLL_MONTH, citing R1 and R7.

No monetary fields in clarification. Fields: decision, reason_code, clauses, optional explanation.
Tool
{
  "results": {"x": "1"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies gross_pay (1930.34) and allowed_deduction (228.05) but no payroll_month. R1 requires a payroll month in YYYY-MM format to select the applicable reference row, and under R7 a missing payroll_month must be clarified before any calculation. Please provide the payroll month (only 2026 months are covered) so the reference row can be selected and the payslip computed."
}
Reasoning
I did a trivial calculate call but actually I don't need it. The record is missing payroll_month, so clarification is required. The answer:

decision: "clarify"
reason_code: "MISSING_PAYROLL_MONTH"
clauses: ["R1", "R7"]
explanation: The payroll record contains gross_pay and allowed_deduction but no payroll_month, so no reference row can be selected; please supply the payroll month in YYYY-MM format.

No monetary fields should be returned.
Rollout #2 100.0% passed · 2 tool calls · 7.2s · $0.0011
ComponentScoreClauses
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": "5907abef11c974cf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5907abef11c974cf-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "1930.34", "allowed_deduction": "228.05"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies gross_pay (1930.34) and allowed_deduction (228.05) but no payroll_month, which is required under R1. Without the payroll month (YYYY-MM) no reference row can be selected, so no payslip can be calculated. Please provide the payroll month to resolve this blocker."
}
Reasoning
The payroll record has gross_pay = 1930.34 and allowed_deduction = 228.05, but no payroll_month. Let me check the record again: {"gross_pay": "1930.34", "allowed_deduction": "228.05"}. There's no payroll_month field.

Per R7:
1. Missing gross_pay → MISSING_GROSS_PAY
2. Missing payroll_month → MISSING_PAYROLL_MONTH
3. Month without reference row → NO_APPLICABLE_REFERENCE
4. Conflicting gross pay → CONFLICTING_GROSS_PAY

The record is missing payroll_month. So decision: "clarify", reason_code: "MISSING_PAYROLL_MONTH", citing R1 and R7.

Wait, but I should double-check whether there's a payroll_month elsewhere in the document. The record only contains gross_pay and allowed_deduction. No payroll_month, no contract_gross_pay, no amendment.

So the answer is clarify with MISSING_PAYROLL_MONTH. Fields for clarify: decision, reason_code, clauses. Optional explanation.

The explanation should name the unresolved blocker and ask for its resolution: the payroll month is missing, so no reference row can be selected; ask for the payroll month in YYYY-MM format.

Also note: allowed_deduction 228.05 is present — structurally valid? It's a non-negative decimal with two digits. But we can't validate against a cap without a row. Per R4, "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." But that's about task validation, not about overriding the clarify decision. The missing payroll_month is the blocker — R7 step 2 applies before calculation.

Should I check the reference tables anyway? No — the month is missing, so no row can be selected. The clarify decision stands.

Return JSON:
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies gross_pay and allowed_deduction but no payroll_month, so no reference row can be selected. Please provide the payroll month in YYYY-MM format."
}

Money fields not included since clarify doesn't return calculated monetary fields. No markdown fences. One JSON object.
Rollout #3 100.0% passed · 3 tool calls · 9.8s · $0.0008
ComponentScoreClauses
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": "5907abef11c974cf-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="5907abef11c974cf-payroll")
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "1930.34", "allowed_deduction": "228.05"}
}
Assistant
calculate(program="check = 1")
Reasoning
The payroll record has gross_pay = 1930.34 and allowed_deduction = 228.05, but no payroll_month. Per R7 order:

1. Missing gross_pay? No, it's present.
2. Missing payroll_month? Yes — return clarify with reason_code "MISSING_PAYROLL_MONTH", citing R1 and R7.

No monetary fields should be returned. The answer fields for clarify: decision, reason_code, clauses, and optional explanation.
Tool
{
  "results": {"check": "1"}
}
Assistant
{
  "decision": "clarify",
  "reason_code": "MISSING_PAYROLL_MONTH",
  "clauses": ["R1", "R7"],
  "explanation": "The payroll record supplies gross_pay (1930.34 LCR) and allowed_deduction but omits payroll_month, which R1 requires. Under R7 step 2, a missing payroll_month must be clarified before any calculation; please provide the payroll month (YYYY-MM, within 2026) so the applicable reference row can be selected."
}
Reasoning
The record is missing payroll_month. Per R7 step 2, return clarify with reason_code MISSING_PAYROLL_MONTH, citing R1 and R7. No monetary fields.