Luma Payroll Gym
← Heatmap / DeepSeek V4.1 Flash · Task 51
DeepSeek V4.1 Flash · Tool use · Task 51 (Calculation, below tax-free line) Mean 100.0%
Field Expected Rollout #1 (100%) Rollout #2 (100%) Rollout #3 (100%)
decision calculate calculate calculate calculate
currency LCR LCR LCR LCR
gross pay 850.21 850.21 850.21 850.21
employee contribution 51.01 51.01 51.01 51.01
allowed deduction 125.58 125.58 125.58 125.58
taxable pay 673.62 673.62 673.62 673.62
income tax 0.00 0.00 0.00 0.00
net pay 673.62 673.62 673.62 673.62
clauses R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6 R1 R2 R3 R4 R5 R6
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 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 · 5 tool calls · 5.6s · $0.0016
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
list_documents()
Reasoning
Let me start by listing documents.
Tool
[
  {"id": "39d9a95cfc04fd53-payroll", "kind": "payroll"},
  {"id": "39d9a95cfc04fd53-contract", "kind": "contract"}
]
Assistant
read_document(document_id="39d9a95cfc04fd53-payroll")read_document(document_id="39d9a95cfc04fd53-contract")
Reasoning
Read both documents.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "850.21", "payroll_month": "2026-01", "allowed_deduction": "125.58"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "850.21"
}
Assistant
lookup_reference(reference="first-half")
Reasoning
Payroll month 2026-01, first half. Need reference row. Lookup first-half.

Contract gross_pay equals gross_pay 850.21, so no conflict (matching contract values require no amendment).

Let me lookup reference.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "2800.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Assistant
calculate(program="contribution = round(min(850.21, 4500.00) * 0.06, 2)\ntaxable_pay = 850.21 - contribution - 125.58\nincome_tax = round(max(0.00, min(taxable_pay, 2800.00) - 1100.00) * 0.12 + max(0.00, taxable_pay - 2800.00) * 0.18, 2)\nnet_pay = 850.21 - contribution - 125.58 - income_tax")
Reasoning
Now compute.

Gross = 850.21
Contribution rate 0.06, cap 4500.00. min(850.21, 4500) = 850.21. contribution = 850.21 * 0.06 = 51.0126 → round half up = 51.01.

Allowed deduction = 125.58. Cap = 400.00. Also must not exceed gross - contribution = 850.21 - 51.01 = 799.20. 125.58 ≤ 400 and ≤ 799.20. OK.

Taxable pay = 850.21 - 51.01 - 125.58 = 673.62.

Income tax: free 1100.00. Taxable pay 673.62 ≤ 1100, so tax = 0.00.

Net pay = 850.21 - 51.01 - 125.58 - 0 = 673.62.

Let me compute with calculate.
Tool
{
  "results": {"contribution": "51.01", "taxable_pay": "673.62", "income_tax": "0.00", "net_pay": "673.62"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "850.21",
  "employee_contribution": "51.01",
  "allowed_deduction": "125.58",
  "taxable_pay": "673.62",
  "income_tax": "0.00",
  "net_pay": "673.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
All good. Contract matches, no amendment needed. Clauses R1-R6.

Return JSON.
Rollout #2 100.0% passed · 6 tool calls · 4.6s · $0.0015
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
list_documents()lookup_reference(reference="first-half")lookup_reference(reference="second-half")
Reasoning
Let me start by listing documents and looking up references.
Tool
[
  {"id": "39d9a95cfc04fd53-payroll", "kind": "payroll"},
  {"id": "39d9a95cfc04fd53-contract", "kind": "contract"}
]
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "2800.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Tool
{
  "reference": "second-half",
  "months": ["2026-07", "2026-12"],
  "rate": "0.05",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "3000.00",
  "middle_rate": "0.08",
  "upper_rate": "0.20"
}
Assistant
read_document(document_id="39d9a95cfc04fd53-payroll")read_document(document_id="39d9a95cfc04fd53-contract")

Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "850.21", "payroll_month": "2026-01", "allowed_deduction": "125.58"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "850.21"
}
Assistant
calculate(program="contribution = round(min(850.21, 4500.00) * 0.06, 2)\navailable = 850.21 - contribution\ntaxable = 850.21 - contribution - 125.58\nincome_tax = round(0.00, 2)\nnet = 850.21 - contribution - 125.58 - income_tax")
Reasoning
Payroll month 2026-01 → first-half row. Gross pay 850.21. Contract gross pay 850.21 matches, no conflict.

Employee contribution = 0.06 * min(850.21, 4500.00) = 0.06 * 850.21 = 51.0126 → round 51.01.

Allowed deduction: 125.58. Check cap 400.00 and gross pay minus rounded employee contribution = 850.21 - 51.01 = 799.20. 125.58 ≤ 400 and ≤ 799.20. OK.

Taxable pay = 850.21 - 51.01 - 125.58 = 673.62.

Income tax: taxable ≤ free 1100.00, so tax = 0.00.

Net pay = 850.21 - 51.01 - 125.58 - 0.00 = 673.62.

Let me compute with calculate.
Tool
{
  "results": {"contribution": "51.01", "available": "799.20", "taxable": "673.62", "income_tax": "0.00", "net": "673.62"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "850.21",
  "employee_contribution": "51.01",
  "allowed_deduction": "125.58",
  "taxable_pay": "673.62",
  "income_tax": "0.00",
  "net_pay": "673.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
All checks pass. Contract matches gross pay, so no conflict. Return calculate.
Rollout #3 100.0% passed · 5 tool calls · 5.2s · $0.0014
ComponentScoreClauses
decision 100.0% R1 R2 R3 R4 R5 R6
exact 100.0% R1 R2 R3 R4 R5 R6
field accuracy 100.0% R1 R2 R3 R4 R5 R6
citations 100.0% R1 R2 R3 R4 R5 R6
Assistant
list_documents()
Reasoning
Let me start by listing documents.
Tool
[
  {"id": "39d9a95cfc04fd53-payroll", "kind": "payroll"},
  {"id": "39d9a95cfc04fd53-contract", "kind": "contract"}
]
Assistant
read_document(document_id="39d9a95cfc04fd53-payroll")read_document(document_id="39d9a95cfc04fd53-contract")
Reasoning
Read both documents.
Tool
{
  "kind": "payroll",
  "record": {"gross_pay": "850.21", "payroll_month": "2026-01", "allowed_deduction": "125.58"}
}
Tool
{
  "kind": "contract",
  "gross_pay": "850.21"
}
Assistant
lookup_reference(reference="first-half")
Reasoning
Payroll month 2026-01, first half. Need reference row. Contract gross pay equals payroll gross pay, so no conflict. No amendment.

Look up first-half reference.
Tool
{
  "reference": "first-half",
  "months": ["2026-01", "2026-06"],
  "rate": "0.06",
  "cap": "4500.00",
  "deduction": "400.00",
  "free": "1100.00",
  "upper": "2800.00",
  "middle_rate": "0.12",
  "upper_rate": "0.18"
}
Assistant
calculate(program="contribution = round(min(850.21, 4500.00) * 0.06, 2)\ntaxable = 850.21 - contribution - 125.58\nincome_tax = round(0.00, 2)\nnet = 850.21 - contribution - 125.58 - income_tax")
Reasoning
Now compute.

gross_pay = 850.21
contribution = min(850.21, 4500.00) * 0.06 = 850.21*0.06 = 51.0126 → round 51.01
allowed_deduction = 125.58; cap = 400.00; gross - contribution = 850.21 - 51.01 = 799.20. allowed_deduction must not exceed min(400, 799.20) = 799.20. 125.58 ≤ 799.20 OK.
taxable_pay = 850.21 - 51.01 - 125.58 = 673.62
income tax: taxable 673.62 ≤ free 1100 → 0.00
net_pay = 850.21 - 51.01 - 125.58 - 0.00 = 673.62

Let me verify with calculate.
Tool
{
  "results": {"contribution": "51.01", "taxable": "673.62", "income_tax": "0.00", "net": "673.62"}
}
Assistant
{
  "decision": "calculate",
  "currency": "LCR",
  "gross_pay": "850.21",
  "employee_contribution": "51.01",
  "allowed_deduction": "125.58",
  "taxable_pay": "673.62",
  "income_tax": "0.00",
  "net_pay": "673.62",
  "clauses": ["R1", "R2", "R3", "R4", "R5", "R6"]
}
Reasoning
All good. Contract matches gross, no amendment needed. Cite R1-R6.