Luma Payroll Gym
← 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
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 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
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 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
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": "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.