Luma Payroll Gym
← Heatmap / GLM 5.3 Flash · Task 66
GLM 5.3 Flash · Tool use · Task 66 (Retrieval, contribution cap) Mean 50.0%
Field Expected Rollout #1 (-50%) Rollout #2 (100%) Rollout #3 (100%)
decision retrieve (malformed) retrieve retrieve
field contribution_cap (malformed) contribution_cap contribution_cap
value 3500.00 (malformed) 3500.00 3500.00
clauses R1 R3 (malformed) R1 R3 R1 R3
Prompt
Retrieve contribution_cap from the supplied rulebook. Return the R8 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 · 3 tool calls · 4.6s · $0.0013
ComponentScoreClauses
decision 0.0% R1 R3
exact 0.0% R1 R3
field accuracy 0.0% R1 R3
citations 0.0% R1 R3
Assistant
list_documents()
Reasoning
Retrieve task: need payroll month from documents.
Tool
[
  {"id": "84df35bacd23f57c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="84df35bacd23f57c-payroll")
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3000.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Assistant
```json
{"decision": "retrieve", "field": "contribution_cap", "value": "3500.00", "clauses": ["R1", "R3"]}
```
Reasoning
Months 2026-01 through 2026-06 presumably. 2026-05 is covered by first-half. Cap = 3500.00.
Rollout #2 100.0% passed · 4 tool calls · 5.1s · $0.0016
ComponentScoreClauses
decision 100.0% R1 R3
exact 100.0% R1 R3
field accuracy 100.0% R1 R3
citations 100.0% R1 R3
Assistant
list_documents()
Reasoning
Retrieve contribution_cap. Need payroll month from documents.
Tool
[
  {"id": "84df35bacd23f57c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="84df35bacd23f57c-payroll")
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3000.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Assistant
calculate(program="cap = 3500.00")
Reasoning
2026-05 falls in first half (2026-01 to 2026-06). Cap = 3500.00.
Tool
{
  "results": {"cap": "3500.00"}
}
Assistant
{
  "decision": "retrieve",
  "field": "contribution_cap",
  "value": "3500.00",
  "clauses": ["R1", "R3"]
}
Rollout #3 100.0% passed · 3 tool calls · 5.1s · $0.0013
ComponentScoreClauses
decision 100.0% R1 R3
exact 100.0% R1 R3
field accuracy 100.0% R1 R3
citations 100.0% R1 R3
Assistant
list_documents()
Reasoning
Let me get documents and reference.
Tool
[
  {"id": "84df35bacd23f57c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="84df35bacd23f57c-payroll")
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05"}
}
Assistant
lookup_reference(reference="first-half")
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "3500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3000.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Assistant
{
  "decision": "retrieve",
  "field": "contribution_cap",
  "value": "3500.00",
  "clauses": ["R1", "R3"]
}
Reasoning
Month 2026-05 falls within first-half (2026-01 through 2026-06 presumably). Cap = 3500.00.