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LLM Stats
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.
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- University of California, Berkeley
- Benchmark release
- 2024-03-12
- Collected
- 2026-08-17
- Modality
- text
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 75
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| DeepSeek-V4-Pro-Max | 0.935 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| DeepSeek-V4-Flash-Max | 0.916 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| DeepSeek-V4-Flash-0423 | 0.884 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| Solar Pro 4 | 0.878 | Not recorded | Not recorded | 2026-08-06 · model_announcement | LLM Stats |
| DeepSeek-V3.2 (Thinking) | 0.833 | Not recorded | Not recorded | 2025-12-01 · model_announcement | LLM Stats |
| DeepSeek-V3.2 | 0.833 | Not recorded | Not recorded | 2025-12-01 · model_announcement | LLM Stats |
| MiniMax M2 | 0.83 | Not recorded | Not recorded | 2025-10-27 · model_announcement | LLM Stats |
| LongCat-Flash-Thinking-2601 | 0.828 | Not recorded | Not recorded | 2026-01-14 · model_announcement | LLM Stats |
| Nemotron 3 Super (120B A12B) | 0.8119 | Not recorded | Not recorded | 2026-03-11 · model_announcement | LLM Stats |
| Grok-3 Mini | 0.804 | Not recorded | Not recorded | 2025-02-17 · model_announcement | LLM Stats |
| Grok 4 Fast | 0.8 | Not recorded | Not recorded | 2025-08-28 · model_announcement | LLM Stats |
| LongCat-Flash-Thinking | 0.794 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Grok-4 Heavy | 0.794 | Not recorded | Not recorded | 2025-07-09 · model_announcement | LLM Stats |
| Grok-3 | 0.794 | Not recorded | Not recorded | 2025-02-17 · model_announcement | LLM Stats |
| Grok-4 | 0.79 | Not recorded | Not recorded | 2025-07-09 · model_announcement | LLM Stats |
| MiniMax M2.1 | 0.78 | Not recorded | Not recorded | 2025-12-23 · model_announcement | LLM Stats |
| Nova 2 Pro | 0.746 | Not recorded | Not recorded | 2025-12-02 · model_announcement | LLM Stats |
| DeepSeek-V3.2-Exp | 0.741 | Not recorded | Not recorded | 2025-09-29 · model_announcement | LLM Stats |
| DeepSeek-R1-0528 | 0.733 | Not recorded | Not recorded | 2025-05-28 · model_announcement | LLM Stats |
| GLM-4.5 | 0.729 | Not recorded | Not recorded | 2025-07-28 · model_announcement | LLM Stats |
| Nemotron Nano 9B v2 | 0.711 | Not recorded | Not recorded | 2025-08-18 · model_announcement | LLM Stats |
| Nova 2 Lite | 0.71 | Not recorded | Not recorded | 2025-12-02 · model_announcement | LLM Stats |
| GLM-4.5-Air | 0.707 | Not recorded | Not recorded | 2025-07-28 · model_announcement | LLM Stats |
| Qwen3 235B A22B | 0.707 | Not recorded | Not recorded | 2025-04-29 · model_announcement | LLM Stats |
| Gemini 2.5 Pro Preview 06-05 | 0.69 | Not recorded | Not recorded | 2025-06-05 · model_announcement | LLM Stats |
| Mercury 2 | 0.67 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Llama 3.1 Nemotron Ultra 253B v1 | 0.6631 | Not recorded | Not recorded | 2025-04-07 · model_announcement | LLM Stats |
| Qwen3 32B | 0.657 | Not recorded | Not recorded | 2025-04-29 · model_announcement | LLM Stats |
| MiniMax M1 80K | 0.65 | Not recorded | Not recorded | 2025-06-16 · model_announcement | LLM Stats |
| Ministral 3 (14B Reasoning 2512) | 0.646 | Not recorded | Not recorded | 2025-12-04 · model_announcement | LLM Stats |
| Mistral Small 4 | 0.636 | Not recorded | Not recorded | 2026-03-16 · model_announcement | LLM Stats |
| QwQ-32B | 0.634 | Not recorded | Not recorded | 2025-03-05 · model_announcement | LLM Stats |
| Qwen3 30B A3B | 0.626 | Not recorded | Not recorded | 2025-04-29 · model_announcement | LLM Stats |
| MiniMax M1 40K | 0.623 | Not recorded | Not recorded | 2025-06-16 · model_announcement | LLM Stats |
| Ministral 3 (8B Reasoning 2512) | 0.616 | Not recorded | Not recorded | 2025-12-04 · model_announcement | LLM Stats |
| DeepSeek R1 Distill Llama 70B | 0.575 | Not recorded | Not recorded | 2025-01-20 · model_announcement | LLM Stats |
| DeepSeek R1 Distill Qwen 32B | 0.572 | Not recorded | Not recorded | 2025-01-20 · model_announcement | LLM Stats |
| DeepSeek-V3.1 | 0.564 | Not recorded | Not recorded | 2025-01-10 · model_announcement | LLM Stats |
| Qwen2.5 72B Instruct | 0.555 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| Min istral 3 (3B Reasoning 2512) | 0.548 | Not recorded | Not recorded | 2025-12-04 · model_announcement | LLM Stats |
| Phi 4 Reasoning | 0.538 | Not recorded | Not recorded | 2025-04-30 · model_announcement | LLM Stats |
| Kimi K2-Instruct-0905 | 0.537 | Not recorded | Not recorded | 2025-09-05 · model_announcement | LLM Stats |
| Phi 4 Reasoning Plus | 0.531 | Not recorded | Not recorded | 2025-04-30 · model_announcement | LLM Stats |
| DeepSeek R1 Distill Qwen 14B | 0.531 | Not recorded | Not recorded | 2025-01-20 · model_announcement | LLM Stats |
| Magistral Small 2506 | 0.513 | Not recorded | Not recorded | 2025-06-10 · model_announcement | LLM Stats |
| Magistral Medium | 0.503 | Not recorded | Not recorded | 2025-06-10 · model_announcement | LLM Stats |
| DeepSeek R1 Zero | 0.5 | Not recorded | Not recorded | 2025-01-20 · model_announcement | LLM Stats |
| QwQ-32B-Preview | 0.5 | Not recorded | Not recorded | 2024-11-28 · model_announcement | LLM Stats |
| DeepSeek-V3 0324 | 0.492 | Not recorded | Not recorded | 2025-03-25 · model_announcement | LLM Stats |
| LongCat-Flash-Chat | 0.4802 | Not recorded | Not recorded | 2025-08-29 · model_announcement | LLM Stats |
| Llama 4 Maverick | 0.434 | Not recorded | Not recorded | 2025-04-05 · model_announcement | LLM Stats |
| DeepSeek R1 Distill Llama 8B | 0.396 | Not recorded | Not recorded | 2025-01-20 · model_announcement | LLM Stats |
| DeepSeek R1 Distill Qwen 7B | 0.376 | Not recorded | Not recorded | 2025-01-20 · model_announcement | LLM Stats |
| DeepSeek-V3 | 0.376 | Not recorded | Not recorded | 2024-12-25 · model_announcement | LLM Stats |
| Gemini 2.0 Flash | 0.351 | Not recorded | Not recorded | 2024-12-01 · model_announcement | LLM Stats |
| Mistral Large 3 (675B Instruct 2512 Eagle) | 0.344 | Not recorded | Not recorded | 2025-12-04 · model_announcement | LLM Stats |
| Mistral Large 3 (675B Instruct 2512) | 0.344 | Not recorded | Not recorded | 2025-12-04 · model_announcement | LLM Stats |
| Mistral Large 3 (675B Instruct 2512 NVFP4) | 0.344 | Not recorded | Not recorded | 2025-12-04 · model_announcement | LLM Stats |
| Mistral Large 3 (675B Base) | 0.344 | Not recorded | Not recorded | 2025-12-04 · model_announcement | LLM Stats |
| Gemini 2.5 Flash-Lite | 0.337 | Not recorded | Not recorded | 2025-06-17 · model_announcement | LLM Stats |
| Llama 4 Scout | 0.328 | Not recorded | Not recorded | 2025-04-05 · model_announcement | LLM Stats |
| Qwen2.5-Coder 32B Instruct | 0.314 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| Gemini Diffusion | 0.309 | Not recorded | Not recorded | 2025-05-20 · model_announcement | LLM Stats |
| Gemma 3 27B | 0.297 | Not recorded | Not recorded | 2025-03-12 · model_announcement | LLM Stats |
| Qwen2.5 7B Instruct | 0.287 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| Qwen2 7B Instruct | 0.266 | Not recorded | Not recorded | 2024-07-23 · model_announcement | LLM Stats |
| Gemma 3 12B | 0.246 | Not recorded | Not recorded | 2025-03-12 · model_announcement | LLM Stats |
| Qwen2.5-Coder 7B Instruct | 0.182 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| DeepSeek R1 Distill Qwen 1.5B | 0.169 | Not recorded | Not recorded | 2025-01-20 · model_announcement | LLM Stats |
| Gemma 3n E4B Instructed | 0.132 | Not recorded | Not recorded | 2025-06-26 · model_announcement | LLM Stats |
| Gemma 3n E2B Instructed | 0.132 | Not recorded | Not recorded | 2025-06-26 · model_announcement | LLM Stats |
| Gemma 3n E2B Instructed LiteRT (Preview) | 0.132 | Not recorded | Not recorded | 2025-05-20 · model_announcement | LLM Stats |
| Gemma 3n E4B Instructed LiteRT Preview | 0.132 | Not recorded | Not recorded | 2025-05-20 · model_announcement | LLM Stats |
| Gemma 3 4B | 0.126 | Not recorded | Not recorded | 2025-03-12 · model_announcement | LLM Stats |
| Gemma 3 1B | 0.019 | Not recorded | Not recorded | 2025-03-12 · model_announcement | LLM Stats |