Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 97
MiMo V2.6 Pro · Tool use · Task 97 (Retrieval, deduction cap) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision retrieve retrieve retrieve retrieve
field deduction_cap deduction_cap deduction_cap deduction_cap
value 400.00 400.00 400.00 400.00
clauses R1 R4 R1 R4 R1 R4 R1 R4
Prompt
Retrieve deduction_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 #1 100.0% passed · 4 tool calls · 9.6s · $0.0008
ComponentScoreClauses
decision 100.0% R1 R4
exact 100.0% R1 R4
field accuracy 100.0% R1 R4
citations 100.0% R1 R4
Assistant
list_documents()lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
The user asks to retrieve deduction_cap from the supplied rulebook. But R8 says retrieval tasks have a supplied payroll month. The prompt doesn't specify payroll_month... Let me check the documents first.

Actually, the task says "Retrieve deduction_cap from the supplied rulebook." There may be documents with payroll_month. Let me list documents.

Wait, but "deduction_cap" is the selected deduction cap from the reference row, which depends on the month. There's no month given. Hmm. But retrieval tasks must have a month covered by a reference row. Let me look at documents.
Tool
[
  {"id": "c167e8ee6cbaf7a1-payroll", "kind": "payroll"}
]
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3600.00",
  "middle_rate": "0.10",
  "upper_rate": "0.22"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3600.00",
  "middle_rate": "0.10",
  "upper_rate": "0.24"
}
Assistant
read_document(document_id="c167e8ee6cbaf7a1-payroll")
Reasoning
Read the payroll document to find payroll_month.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-06"}
}
Assistant
{
  "decision": "retrieve",
  "field": "deduction_cap",
  "value": "400.00",
  "clauses": ["R1", "R4"]
}
Reasoning
payroll_month = 2026-06 → first-half row (months 2026-01 to 2026-06). deduction = 400.00.

Retrieval task: field deduction_cap, value "400.00". Clauses: cite R1 (selecting) and R4 (source of deduction cap).

No gross_pay given — but retrieval tasks only ask for one named value. R8 says retrieval tasks must have a month covered by a reference row. Fine.

Return JSON with decision "retrieve", field "deduction_cap", value "400.00", clauses ["R1","R4"].
Rollout #2 100.0% passed · 3 tool calls · 8.7s · $0.0005
ComponentScoreClauses
decision 100.0% R1 R4
exact 100.0% R1 R4
field accuracy 100.0% R1 R4
citations 100.0% R1 R4
Assistant
list_documents()
Reasoning
The task: "Retrieve deduction_cap from the supplied rulebook." There's no payroll month given. Need to list documents to see case inputs.

R8 requires a month covered by a reference row. If missing payroll month... retrieval tasks must have a month; malformed retrieval tasks are dataset errors. But maybe the document supplies payroll_month. Let's list documents.
Tool
[
  {"id": "c167e8ee6cbaf7a1-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="c167e8ee6cbaf7a1-payroll")
Reasoning
Read the document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-06"}
}
Assistant
lookup_reference(reference="first-half")
Reasoning
The payroll month is 2026-06, which is first-half. We need deduction_cap from reference. Use lookup_reference first-half.

But wait — the task says "Retrieve deduction_cap from the supplied rulebook." The reference schedule may be case-specific. Use lookup_reference.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3600.00",
  "middle_rate": "0.10",
  "upper_rate": "0.22"
}
Assistant
{
  "decision": "retrieve",
  "field": "deduction_cap",
  "value": "400.00",
  "clauses": ["R1", "R4"]
}
Reasoning
Deduction cap for 2026-06 = 400.00. Clauses: R1 and R4 (per R8: cite R1 and the source rule R4).
Rollout #3 100.0% passed · 4 tool calls · 7.1s · $0.0005
ComponentScoreClauses
decision 100.0% R1 R4
exact 100.0% R1 R4
field accuracy 100.0% R1 R4
citations 100.0% R1 R4
Assistant
list_documents()lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
The task says "Retrieve deduction_cap from the supplied rulebook." But R8 requires a payroll month. Retrieval tasks must have a month covered by a reference row. Hmm — but there's no payroll month given in the prompt. However, the instructions say "Retrieve the case inputs with list_documents and read_document." Let me look at documents first.

Also "deduction_cap" from "the supplied rulebook" — but reference rows are available only through lookup_reference. Let me gather documents.
Tool
[
  {"id": "c167e8ee6cbaf7a1-payroll", "kind": "payroll"}
]
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.07",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3600.00",
  "middle_rate": "0.10",
  "upper_rate": "0.22"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.08",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1000.00",
  "upper": "3600.00",
  "middle_rate": "0.10",
  "upper_rate": "0.24"
}
Assistant
read_document(document_id="c167e8ee6cbaf7a1-payroll")
Reasoning
Both rows have deduction 400.00. Read the payroll document to get the payroll month.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-06"}
}
Assistant
{
  "decision": "retrieve",
  "field": "deduction_cap",
  "value": "400.00",
  "clauses": ["R1", "R4"]
}
Reasoning
Payroll month 2026-06 → first-half row. deduction_cap = 400.00.

Retrieve answer: field "deduction_cap", value "400.00", clauses ["R1","R4"].