Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 66
DeepSeek V4.1 Flash · Tool use · Task 66 (Retrieval, contribution cap) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision retrieve retrieve retrieve retrieve
field contribution_cap contribution_cap contribution_cap contribution_cap
value 3500.00 3500.00 3500.00 3500.00
clauses R1 R3 R1 R3 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 #1 100.0% passed · 4 tool calls · 6.4s · $0.0006
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_cap from the supplied rulebook. R8 retrieval task. Need to find the payroll month? A retrieval task asks for exactly one named value for its supplied payroll month. Let me read documents.

Let me start.
Tool
[
  {"id": "84df35bacd23f57c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="84df35bacd23f57c-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05"}
}
Assistant
lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
Payroll month 2026-05, first-half? Need to determine which reference row applies. First-half and second-half. Let me lookup both references.
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"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.07",
  "cap": "5000.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "2800.00",
  "middle_rate": "0.08",
  "upper_rate": "0.22"
}
Assistant
{
  "decision": "retrieve",
  "field": "contribution_cap",
  "value": "3500.00",
  "clauses": ["R1", "R3"]
}
Reasoning
Payroll month 2026-05 falls in first-half (2026-01 to 2026-06). contribution_cap = cap = 3500.00.

Return decision retrieve, field contribution_cap, value "3500.00", clauses ["R1","R3"].
Rollout #2 100.0% passed · 3 tool calls · 5.0s · $0.0006
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_cap. Need to determine payroll month from case documents. Let me list documents and read them.

R8: retrieval task asks for exactly one named value for its supplied payroll month. Need to find payroll month, then select reference row (first-half or second-half), then return contribution_cap.

Let me start.
Tool
[
  {"id": "84df35bacd23f57c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="84df35bacd23f57c-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 (months 1-6 presumably). Need to look up first-half reference. Let me call lookup_reference for first-half.

Wait, need to confirm period boundaries. First-half covers months 1-6, second-half 7-12 presumably. 2026-05 is first-half. Let me look up both to be safe? The rule says select using payroll month. Let me lookup 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
Contribution cap = "3500.00". Field contribution_cap, value "3500.00", clauses R1 and R3.

Return JSON: decision retrieve, field contribution_cap, value "3500.00", clauses ["R1","R3"].
Rollout #3 100.0% passed · 3 tool calls · 6.6s · $0.0008
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 user asks to retrieve contribution_cap from the supplied rulebook. This is a retrieval task. But wait—the task says "Retrieve contribution_cap from the supplied rulebook." However, R8 says retrieval tasks must have a month covered by a reference row, and asks for exactly one named value for its supplied payroll month. But the case inputs need to be read. Let me look at the documents.

Let me list documents and read them, and look up references.

Actually the user says "Retrieve contribution_cap from the supplied rulebook." But R1 says reference rows are selected by payroll month. We need the payroll month. Let me get the case inputs.

Let me call list_documents first.
Tool
[
  {"id": "84df35bacd23f57c-payroll", "kind": "payroll"}
]
Assistant
read_document(document_id="84df35bacd23f57c-payroll")
Reasoning
Read the payroll document.
Tool
{
  "kind": "payroll",
  "record": {"payroll_month": "2026-05"}
}
Assistant
lookup_reference(reference="first-half")
Reasoning
Payroll month is 2026-05, which is first-half. Need contribution_cap from reference. Let me look up first-half reference.

Wait, but there's a case schedule possibly. The user says "Retrieve contribution_cap from the supplied rulebook." Reference rows available only through lookup_reference. Let me look up first-half.

Also need to check if there's a reference_tables schedule. The document only contains payroll_month. So use lookup_reference.

2026-05 is first-half (Jan-Jun). Let me look up 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
The payroll month is 2026-05, which is in first-half (2026-01 to 2026-06). The contribution_cap is "3500.00".

Retrieval task: return decision "retrieve", field "contribution_cap", value "3500.00", clauses R1 and R3.

R8 says cite the selecting rule R1 and the source rule. contribution_cap source rule is R3 (R1 and R3).

So clauses: ["R1", "R3"].