Luma Payroll Gym
← Heatmap / MiMo V2.6 Pro · Task 4
MiMo V2.6 Pro · Tool use · Task 4 (Retrieval, contribution rate) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision retrieve retrieve retrieve retrieve
field contribution_rate contribution_rate contribution_rate contribution_rate
value 0.05 0.05 0.05 0.05
clauses R1 R3 R1 R3 R1 R3 R1 R3
Prompt
Retrieve contribution_rate 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 · 10.0s · $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()lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
The task says "Retrieve contribution_rate from the supplied rulebook." But R8 says retrieval tasks ask for exactly one named value for its supplied payroll month. However, no payroll_month is supplied here. Hmm. The task says "Retrieve contribution_rate from the supplied rulebook." The rules say retrieval tasks must have a month covered by a reference row; malformed retrieval tasks are dataset errors.

Let me look at documents first.
Tool
[
  {"id": "1cf1e08a94b92837-payroll", "kind": "payroll"}
]
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.05",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.05",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.08",
  "upper_rate": "0.24"
}
Assistant
read_document(document_id="1cf1e08a94b92837-payroll")
Reasoning
Read the payroll document to find the payroll month.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-12"}
}
Assistant
{
  "decision": "retrieve",
  "field": "contribution_rate",
  "value": "0.05",
  "clauses": ["R1", "R3"],
  "explanation": "Payroll month 2026-12 selects the second-half reference row under R1; its contribution rate is 0.05 per R3."
}
Reasoning
Payroll month 2026-12 → second-half row. Contribution rate = 0.05.

R8: cite selecting rule R1 and source rule (R3 for contribution_rate). Return decision "retrieve", field "contribution_rate", value "0.05", clauses ["R1","R3"].
Rollout #2 100.0% passed · 4 tool calls · 9.1s · $0.0004
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()lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
The task: "Retrieve contribution_rate from the supplied rulebook." But we need payroll month and document inputs. Let me list documents first.

Note: the task says retrieve contribution_rate, but we need the payroll month to select reference row. Let's gather.
Tool
[
  {"id": "1cf1e08a94b92837-payroll", "kind": "payroll"}
]
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.05",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "900.00",
  "upper": "3300.00",
  "middle_rate": "0.12",
  "upper_rate": "0.22"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.05",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.08",
  "upper_rate": "0.24"
}
Assistant
read_document(document_id="1cf1e08a94b92837-payroll")
Reasoning
Read the payroll document to get the payroll month.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-12"}
}
Assistant
{
  "decision": "retrieve",
  "field": "contribution_rate",
  "value": "0.05",
  "clauses": ["R1", "R3"]
}
Reasoning
Payroll month 2026-12, second-half row applies. contribution_rate = 0.05.
Rollout #3 100.0% passed · 3 tool calls · 11.7s · $0.0004
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
The task: retrieve contribution_rate. But no payroll month supplied in the prompt. Let me list documents to see case inputs.
Tool
[
  {"id": "1cf1e08a94b92837-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="1cf1e08a94b92837-payroll")
Reasoning
Read the document to see the payroll month.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-12"}
}
Assistant
lookup_reference(reference="second-half")
Reasoning
Payroll month 2026-12 → second-half. Retrieve contribution_rate.
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.05",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "3300.00",
  "middle_rate": "0.08",
  "upper_rate": "0.24"
}
Assistant
{
  "decision": "retrieve",
  "field": "contribution_rate",
  "value": "0.05",
  "clauses": ["R1", "R3"]
}
Reasoning
contribution_rate for 2026-12 = 0.05. Clauses: R1 (selecting rule) and R3 (source rule).