Project benchmark

LiveCodeBench code generation · 2024-08-01 to 2025-05-01

LiveCodeBench · 28 configurations with published scores. Review each metric and its test conditions separately.

Report identity & conditions

Data as of2026-10-19· Report published—. See individual records for run dates and test conditions.

  • Code generation is compared within problem-release windows. Overall, easy, medium and hard scores use the arithmetic mean of per-problem Pass@1, shown to one decimal place.
  • Per-problem Pass@1 is already a 0–100 percentage and is not multiplied by 100 again. Question counts are shown separately; a difficulty with no problems remains missing.
  • Problems come from LeetCode, AtCoder and Codeforces. Release windows and question counts are neither model run dates nor counts of independent generation samples.
  • Estimated training cutoffs are claims by the benchmark project, rather than model release dates. Configurations with cutoffs on or after the window start retain their results and a separate flag, but are excluded from ranking charts.
  • Reasoning settings and call templates remain separate for models with the same name. Generation sampling, run dates and test settings follow the relevant report.
  • This report compares code generation within the stated problem window. Model selection conclusions apply to that scope; other windows and evaluation settings are compared separately.
  • The official default problem window is 2024-08-01 to 2025-05-01, inclusive, with 454 problems in this group.
Read the original report ↗

Compare metrics within the same report. Each chart explains its direction and scope.
See the details for full values and run conditions.

Pass@1

Mean per-problem Pass@1 across 454 problems released from 2024-08-01 to 2025-05-01, inclusive, retaining the official one-decimal precision. Problem dates are not model run dates.: showing 8 of 28 records with values. See details for configurations and dates.

Chart data · 8 entries
Name%
O4-Mini (High)80.2
O3 (High)75.8
O4-Mini (Medium)74.2
Gemini-2.5-Pro-06-0573.6
DeepSeek-R1-052873.1
Gemini-2.5-Pro-05-0671.8
EXAONE-4.0-32B70
OpenReasoning-Nemotron-32B69.8

Easy

Mean per-problem Pass@1 across 110 problems released from 2024-08-01 to 2025-05-01, inclusive, retaining the official one-decimal precision. Problem dates are not model run dates.: showing 8 of 28 records with values. See details for configurations and dates.

Chart data · 8 entries
Name%
Gemini-2.5-Flash-04-1799.1
Gemini-2.5-Flash-05-2099.1
Gemini-2.5-Pro-06-0599.1
O3 (High)99.1
O3-Mini-2025-01-31 (High)99.1
O3-Mini-2025-01-31 (Low)99.1
O3-Mini-2025-01-31 (Med)99.1
O4-Mini (High)99.1

Full results & model versions

28 / 28configurations have published scores in this scope. Scored configurations are listed; missing values remain “Not provided.” Different run configurations of the same model are listed separately.

O4-Mini (Medium)

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:OpenAIReason

Pass@1
74.2%

454problems

Easy
98.2%

110problems

Medium
86.5%

141problems

Hard
52.7%

203problems

Grok-3-Mini (High)

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2024-03-01

Evaluation prompt template:Grok

Pass@1
66.7%

454problems

Easy
97.3%

110problems

Medium
74.5%

141problems

Hard
44.8%

203problems

DeepSeek-R1-0528

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2024-06-30

Evaluation prompt template:DeepSeekR1

Pass@1
73.1%

454problems

Easy
98.7%

110problems

Medium
85.2%

141problems

Hard
50.7%

203problems

Gemini-2.5-Flash-04-17

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:GeminiThinking

Pass@1
60.6%

454problems

Easy
99.1%

110problems

Medium
70.2%

141problems

Hard
33%

203problems

XBai-o4-medium

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2024-04-01

Evaluation prompt template:XBai

Pass@1
65%

454problems

Easy
98.2%

110problems

Medium
82.3%

141problems

Hard
35%

203problems

O4-Mini (Low)

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:OpenAIReason

Pass@1
65.9%

454problems

Easy
98.2%

110problems

Medium
80.1%

141problems

Hard
38.4%

203problems

Gemini-2.5-Pro-06-05

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:GeminiThinking

Pass@1
73.6%

454problems

Easy
99.1%

110problems

Medium
87.2%

141problems

Hard
50.2%

203problems

O3-Mini-2025-01-31 (Low)

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:OpenAIReason

Pass@1
57%

454problems

Easy
99.1%

110problems

Medium
68.8%

141problems

Hard
26.1%

203problems

O3-Mini-2025-01-31 (Med)

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:OpenAIReason

Pass@1
63%

454problems

Easy
99.1%

110problems

Medium
80.1%

141problems

Hard
31.5%

203problems

Gemini-2.5-Flash-05-20

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:GeminiThinking

Pass@1
61.9%

454problems

Easy
99.1%

110problems

Medium
71.6%

141problems

Hard
35%

203problems

GPT-4-Turbo-2024-04-09

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:OpenAIChat

Pass@1
28.7%

454problems

Easy
81%

110problems

Medium
24.8%

141problems

Hard
3.1%

203problems

Claude-Sonnet-4 (Thinking)

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:Claude3Thinking

Pass@1
55.9%

454problems

Easy
97.3%

110problems

Medium
66%

141problems

Hard
26.6%

203problems

Qwen3-235B-A22B

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2024-06-30

Evaluation prompt template:CodeQwenInstruct

Pass@1
65.9%

454problems

Easy
99.1%

110problems

Medium
80.1%

141problems

Hard
37.9%

203problems

O3-Mini-2025-01-31 (High)

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:OpenAIReason

Pass@1
67.4%

454problems

Easy
99.1%

110problems

Medium
84.4%

141problems

Hard
38.4%

203problems

Claude-3.5-Sonnet-20241022

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2024-03-31

Evaluation prompt template:Claude3

Pass@1
36.4%

454problems

Easy
91.2%

110problems

Medium
34.3%

141problems

Hard
8.2%

203problems

Claude-Sonnet-4

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:Claude3

Pass@1
47.1%

454problems

Easy
96.4%

110problems

Medium
53.9%

141problems

Hard
15.8%

203problems

O3 (High)

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:OpenAIReason

Pass@1
75.8%

454problems

Easy
99.1%

110problems

Medium
84.4%

141problems

Hard
57.1%

203problems

OpenCodeReasoning-Nemotron-1.1-32B

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2024-04-01

Evaluation prompt template:DeepSeekR1

Pass@1
66.8%

454problems

Easy
97.9%

110problems

Medium
79.6%

141problems

Hard
41.1%

203problems

Claude-3-Haiku

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:Claude3

Pass@1
20.2%

454problems

Easy
62.3%

110problems

Medium
12.6%

141problems

Hard
2.8%

203problems

Claude-Opus-4

Model reported by the benchmark

As reported · Model details ↗

Problem publication window:2024-08-01to2025-05-01(inclusive) ·454problems

Estimated training cutoff:2023-04-30

Evaluation prompt template:Claude3Thinking

Pass@1
46.9%

454problems

Easy
94.5%

110problems

Medium
52.5%

141problems

Hard
17.2%

203problems