Luma Payroll Gym
← 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
ComponentScoreClauses
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
ComponentScoreClauses
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
ComponentScoreClauses
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.