Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 33
DeepSeek V4.1 Flash · Tool use · Task 33 (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 0.04 0.04 0.04 0.04
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 · 3 tool calls · 3.7s · $0.0018
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 it says "from the supplied rulebook" and reference rows available only through lookup_reference. Retrieval tasks must have a month covered by a reference row. Hmm, but the retrieval task asks for contribution_rate for its supplied payroll month. We need to find the payroll month from case inputs.

Let me list documents and read them.

Let me start.
Tool
[
  {"id": "7ea2b8cfd840bfb4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="7ea2b8cfd840bfb4-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05"}
}
Assistant
lookup_reference(reference="first-half")
Reasoning
The payroll month is 2026-05, which is first-half. Need to look up first-half reference row for contribution_rate.

Let me lookup_reference first-half.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.04",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "2800.00",
  "middle_rate": "0.14",
  "upper_rate": "0.24"
}
Assistant
{
  "decision": "retrieve",
  "field": "contribution_rate",
  "value": "0.04",
  "clauses": ["R1", "R3"]
}
Reasoning
The contribution_rate for 2026-05 (first-half) is 0.04.

Return retrieve JSON: decision, field, value, clauses. Field "contribution_rate", value "0.04", clauses R1 and R3.
Rollout #2 100.0% passed · 3 tool calls · 3.1s · $0.0005
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 I need to know the payroll month. Let me look at the documents.

Let me start by listing documents.
Tool
[
  {"id": "7ea2b8cfd840bfb4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="7ea2b8cfd840bfb4-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05"}
}
Assistant
lookup_reference(reference="first-half")
Reasoning
Payroll month 2026-05, which is first half (Jan-Jun). Need contribution_rate from reference. Let me look up first-half.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.04",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "2800.00",
  "middle_rate": "0.14",
  "upper_rate": "0.24"
}
Assistant
{
  "decision": "retrieve",
  "field": "contribution_rate",
  "value": "0.04",
  "clauses": ["R1", "R3"]
}
Reasoning
The month 2026-05 falls in first-half. contribution_rate = 0.04.

Return retrieve JSON: decision, field, value, clauses. Clauses: R1 and R3.
Rollout #3 100.0% passed · 3 tool calls · 3.1s · $0.0005
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. Need to check documents for payroll month, and lookup reference. Let me start.

Let me list documents.
Tool
[
  {"id": "7ea2b8cfd840bfb4-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="7ea2b8cfd840bfb4-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05"}
}
Assistant
lookup_reference(reference="first-half")
Reasoning
Payroll month 2026-05, first half (Jan-Jun). Lookup first-half reference.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.04",
  "cap": "4000.00",
  "deduction": "400.00",
  "free": "1200.00",
  "upper": "2800.00",
  "middle_rate": "0.14",
  "upper_rate": "0.24"
}
Assistant
{
  "decision": "retrieve",
  "field": "contribution_rate",
  "value": "0.04",
  "clauses": ["R1", "R3"]
}
Reasoning
Contribution rate = 0.04. Cite R1 and R3.

Answer JSON.