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livecodebench

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Benchmark

Benchmark Stats

Models22
Papers22
Metrics1

SOTA History

pass@1

Higher is better

RankModelSourceScoreYearPaper
1DeepSeek-R1-0528

LCB window Aug 2024–May 2025 (pass@1-COT)

Community73.32025Source
2Qwen3-235B-A22B

Qwen3 tech report, LCB v5

Community70.72025Source
3DeepSeek-R1

LCB window Aug 2024–Jan 2025 (pass@1-COT)

Community65.92025Source
4DeepSeek-R1-Distill-Llama-70B

DeepSeek-R1 tech report Table 2

Community65.22025Source
5OpenAI o1 (Dec 2024)

LCB window Aug 2024–Jan 2025; from DeepSeek-R1 paper

Community63.42024Source
6Kimi k1.5 (long-CoT)

Kimi k1.5 tech report Table 2, long-CoT setting

Community62.52025Source
7DeepSeek-R1-Distill-Qwen-32B

DeepSeek-R1 tech report Table 2

Community62.12025Source
8DeepSeek-R1-Distill-Qwen-14B

DeepSeek-R1 tech report Table 2

Community59.12025Source
9o1-mini

LCB window Aug 2024–Jan 2025; from DeepSeek-R1 paper

Community53.82024Source
10DeepSeek-V3-0324

Improvement of +10 over DeepSeek-V3 (39.2 → 49.2)

Community49.22025Source
11DeepSeek-R1-Distill-Qwen-7B

DeepSeek-R1 tech report Table 2

Community49.12025Source
12DeepSeek-R1-Distill-Llama-8B

DeepSeek-R1 tech report Table 2

Community492025Source
13Kimi k1.5 (short-CoT)

Kimi k1.5 tech report Table 3, short-CoT setting

Community47.32025Source
14Llama 4 Maverick (17B-128E)

LCB window Oct 2024–Feb 2025

Community43.42025Source
15DeepSeek-V3

LCB window Aug 2024–Jan 2025, pass@1-COT

Community40.52024Source
16Gemma 3 27B IT

Gemma 3 tech report

Community392025Source
17Claude 3.5 Sonnet

LCB window Aug 2024–Jan 2025; from DeepSeek-R1 paper

Community38.92024Source
18GPT-4o

LCB window Aug 2024–Jan 2025; from DeepSeek-R1 paper

Community32.92024Source
19Llama 4 Scout (17B-16E)

LCB window Oct 2024–Feb 2025

Community32.82025Source
20Gemma 3 12B IT

Gemma 3 tech report

Community322025Source
21Qwen2.5-Coder-32B-Instruct

Qwen2.5-Coder tech report Table 16

Community31.42024Source
22Gemma 3 4B IT

Gemma 3 tech report

Community232025Source

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