← Benchmarks
LiveCodeBench
LiveCodeBench is a holistic and contamination-free evaluation benchmark for large language models for code. It continuously collects new problems from programming contests (LeetCode, AtCoder, CodeForces) and evaluates four different scenarios: code generation, self-repair, code execution, and test output prediction. Problems are annotated with release dates to enable evaluation on unseen problems released after a model's training cutoff.
id livecodebench · max 1 · 75 models reported
| # | Model | Score |
|---|---|---|
| 1 | DeepSeek-V4-Pro-Max DeepSeek · open | 0.94 |
| 2 | DeepSeek-V4-Flash-Max DeepSeek · open | 0.92 |
| 3 | DeepSeek-V4-Flash-0423 DeepSeek · open | 0.88 |
| 4 | Solar Pro 4 Upstage | 0.88 |
| 5 | DeepSeek-V3.2 DeepSeek · open | 0.83 |
| 6 | DeepSeek-V3.2 (Thinking) DeepSeek · open | 0.83 |
| 7 | MiniMax M2 MiniMax · open | 0.83 |
| 8 | LongCat-Flash-Thinking-2601 Meituan · open | 0.83 |
| 9 | Nemotron 3 Super (120B A12B) NVIDIA · open | 0.81 |
| 10 | Grok-3 Mini xAI | 0.80 |
| 11 | Grok 4 Fast xAI | 0.80 |
| 12 | Grok-3 xAI | 0.79 |
| 13 | Grok-4 Heavy xAI | 0.79 |
| 14 | LongCat-Flash-Thinking Meituan · open | 0.79 |
| 15 | Grok-4 xAI | 0.79 |
| 16 | MiniMax M2.1 MiniMax · open | 0.78 |
| 17 | Nova 2 Pro Amazon | 0.75 |
| 18 | DeepSeek-V3.2-Exp DeepSeek · open | 0.74 |
| 19 | DeepSeek-R1-0528 DeepSeek · open | 0.73 |
| 20 | GLM-4.5 Zhipu AI · open | 0.73 |
| 21 | Nemotron Nano 9B v2 NVIDIA · open | 0.71 |
| 22 | Nova 2 Lite Amazon | 0.71 |
| 23 | GLM-4.5-Air Zhipu AI · open | 0.71 |
| 24 | Qwen3 235B A22B Alibaba Cloud / Qwen Team · open | 0.71 |
| 25 | Gemini 2.5 Pro Preview 06-05 Google | 0.69 |
| 26 | Mercury 2 Inception | 0.67 |
| 27 | Llama 3.1 Nemotron Ultra 253B v1 NVIDIA · open | 0.66 |
| 28 | Qwen3 32B Alibaba Cloud / Qwen Team · open | 0.66 |
| 29 | MiniMax M1 80K MiniMax · open | 0.65 |
| 30 | Ministral 3 (14B Reasoning 2512) Mistral AI · open | 0.65 |
| 31 | Mistral Small 4 Mistral AI · open | 0.64 |
| 32 | QwQ-32B Alibaba Cloud / Qwen Team · open | 0.63 |
| 33 | Qwen3 30B A3B Alibaba Cloud / Qwen Team · open | 0.63 |
| 34 | MiniMax M1 40K MiniMax · open | 0.62 |
| 35 | Ministral 3 (8B Reasoning 2512) Mistral AI · open | 0.62 |
| 36 | DeepSeek R1 Distill Llama 70B DeepSeek · open | 0.57 |
| 37 | DeepSeek R1 Distill Qwen 32B DeepSeek · open | 0.57 |
| 38 | DeepSeek-V3.1 DeepSeek · open | 0.56 |
| 39 | Qwen2.5 72B Instruct Alibaba Cloud / Qwen Team · open | 0.56 |
| 40 | Min istral 3 (3B Reasoning 2512) Mistral AI · open | 0.55 |
| 41 | Phi 4 Reasoning Microsoft · open | 0.54 |
| 42 | Kimi K2-Instruct-0905 Moonshot AI · open | 0.54 |
| 43 | DeepSeek R1 Distill Qwen 14B DeepSeek · open | 0.53 |
| 44 | Phi 4 Reasoning Plus Microsoft · open | 0.53 |
| 45 | Magistral Small 2506 Mistral AI · open | 0.51 |
| 46 | Magistral Medium Mistral AI · open | 0.50 |
| 47 | DeepSeek R1 Zero DeepSeek · open | 0.50 |
| 48 | QwQ-32B-Preview Alibaba Cloud / Qwen Team · open | 0.50 |
| 49 | DeepSeek-V3 0324 DeepSeek · open | 0.49 |
| 50 | LongCat-Flash-Chat Meituan · open | 0.48 |
| 51 | Llama 4 Maverick Meta · open | 0.43 |
| 52 | DeepSeek R1 Distill Llama 8B DeepSeek · open | 0.40 |
| 53 | DeepSeek R1 Distill Qwen 7B DeepSeek · open | 0.38 |
| 54 | DeepSeek-V3 DeepSeek · open | 0.38 |
| 55 | Gemini 2.0 Flash Google | 0.35 |
| 56 | Mistral Large 3 (675B Base) Mistral AI · open | 0.34 |
| 57 | Mistral Large 3 (675B Instruct 2512 Eagle) Mistral AI · open | 0.34 |
| 58 | Mistral Large 3 (675B Instruct 2512 NVFP4) Mistral AI · open | 0.34 |
| 59 | Mistral Large 3 (675B Instruct 2512) Mistral AI · open | 0.34 |
| 60 | Gemini 2.5 Flash-Lite Google · open | 0.34 |
| 61 | Llama 4 Scout Meta · open | 0.33 |
| 62 | Qwen2.5-Coder 32B Instruct Alibaba Cloud / Qwen Team · open | 0.31 |
| 63 | Gemini Diffusion Google | 0.31 |
| 64 | Gemma 3 27B Google · open | 0.30 |
| 65 | Qwen2.5 7B Instruct Alibaba Cloud / Qwen Team · open | 0.29 |
| 66 | Qwen2 7B Instruct Alibaba Cloud / Qwen Team · open | 0.27 |
| 67 | Gemma 3 12B Google · open | 0.25 |
| 68 | Qwen2.5-Coder 7B Instruct Alibaba Cloud / Qwen Team · open | 0.18 |
| 69 | DeepSeek R1 Distill Qwen 1.5B DeepSeek · open | 0.17 |
| 70 | Gemma 3n E2B Instructed Google | 0.13 |
| 71 | Gemma 3n E2B Instructed LiteRT (Preview) Google · open | 0.13 |
| 72 | Gemma 3n E4B Instructed Google | 0.13 |
| 73 | Gemma 3n E4B Instructed LiteRT Preview Google · open | 0.13 |
| 74 | Gemma 3 4B Google · open | 0.13 |
| 75 | Gemma 3 1B Google · open | 0.02 |
