BlogLLM Benchmark Scores as Published, Side by Side
LiveCodeBench: Results as Published
Every result the catalog holds for LiveCodeBench: 89 models from 14 developers, read from 28 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Code GenerationMaintainer LiveCodeBench authors (arXiv paper first author Naman Jain)Introduced 2024Data version 2026103001, as of 2026-10-30
LiveCodeBench tests whether a code model can solve competitive programming problems it could not have seen in training. It collects new problems over time from LeetCode, AtCoder and Codeforces contests, and each problem carries a release date, so models can be tested on problems released after their training cutoff. Beyond code generation, the benchmark covers self-repair, test output prediction and code execution. The release_v6 set holds 1,055 problems published between May 2023 and April 2025, and publishers print pass@1, scored by running generated code against test cases with a modified version of the APPS checker.
LiveCodeBench v6
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.2OpenAI, released 2025-12-11 | 87.7% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | - |
| GPT-5.1OpenAI, released 2025-11-12 | 87% | Z.ai, GLM-4.7 model cardchecked 2026-10-15 | Effort: high |
| GPT-5OpenAI, released 2025-08-07 | 87% | Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15; printed on 1 more page | Effort: high; Tools: none |
| GPT-5 miniOpenAI, released 2025-08-07 | 80.5% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| gpt-oss-120bOpenAI, released 2025-08-05 | 82.7% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| gpt-oss-20bOpenAI, released 2025-08-05 | 61% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | - |
| GPT-4.1OpenAI, released 2025-04-14 | 44.7% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| o3-miniOpenAI, released 2025-01-31 | 65.9% | DeepSeek, DeepSeek-R1-0528 model cardchecked 2026-10-15 | Effort: medium |
| GPT-4oOpenAI, released 2024-05-13 | 31.4% | Mistral AI, Medium is the new largechecked 2026-10-15 | - |
| Claude Opus 4.6Anthropic, released 2026-02-05 | 88.8% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 2 more pages | Effort: max |
| Claude Opus 4.5Anthropic, released 2025-11-24 | 84.8% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 2 more pages | - |
| Claude Sonnet 4.5Anthropic, released 2025-09-29 | 64% | Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15; printed on 1 more page | Effort: thinking; Tools: none |
| Claude Opus 4Anthropic, released 2025-05-22 | 47.4% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | Effort: no extended thinking |
| Claude Sonnet 4Anthropic, released 2025-05-22 | 48.5% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | Effort: no extended thinking |
| Claude 3.7 SonnetAnthropic, released 2025-02-24 | 36% | Mistral AI, Medium is the new largechecked 2026-10-15 | - |
| Gemma 4 12BGoogle, released 2026-04-02 | 72% | Google, Gemma 4 model cardchecked 2026-10-15 | - |
| Gemma 4 26B A4BGoogle, released 2026-04-02 | 77.1% | Google, Gemma 4 model cardchecked 2026-10-15; printed on 1 more page | - |
| Gemma 4 31BGoogle, released 2026-04-02 | 80% | Google, Gemma 4 model cardchecked 2026-10-15; printed on 2 more pages | - |
| Gemma 4 E2BGoogle, released 2026-04-02 | 44% | Google, Gemma 4 model cardchecked 2026-10-15 | - |
| Gemma 4 E4BGoogle, released 2026-04-02 | 52% | Google, Gemma 4 model cardchecked 2026-10-15 | - |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 91.7% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15 | Effort: high |
| Gemini 3 ProGoogle, released 2025-11-18 | 90.7% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 2 more pages | - |
| Gemini 2.5 FlashGoogle, released 2025-05-20 | 62.3% | DeepSeek, DeepSeek-R1-0528 model cardchecked 2026-10-15; printed on 1 more page | Effort: thinking |
| Gemma 3 27BGoogle, released 2025-03-12 | 29.1% | Google, Gemma 4 model cardchecked 2026-10-15 | Effort: no think |
| Llama 4 MaverickMeta, released 2025-04-05 | 28.7% | Mistral AI, Medium is the new largechecked 2026-10-15 | - |
| DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-24 | 90.9% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-24 | 93.5% | Microsoft, Microsoft AI: Introducing MAI-Thinking-1checked 2026-10-19; printed on 1 more page | - |
| DeepSeek-V3.2DeepSeek, released 2025-12-01 | 83.3% | Microsoft, Microsoft AI: Introducing MAI-Thinking-1checked 2026-10-19; printed on 2 more pages | - |
| DeepSeek-V3.2-ExpDeepSeek, released 2025-09-29 | 74.1% | Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15 | Tools: none |
| DeepSeek-R1-0528DeepSeek, released 2025-05-28 | 73.3% | DeepSeek, DeepSeek-R1-0528 model cardchecked 2026-10-15 | - |
| DeepSeek-R1-0528-Qwen3-8BDeepSeek, released 2025-05-28 | 60.5% | DeepSeek, DeepSeek-R1-0528 model cardchecked 2026-10-15 | - |
| DeepSeek-V3-0324DeepSeek, released 2025-03-24 | 42.9% | Mistral AI, Medium is the new largechecked 2026-10-15; printed on 1 more page | - |
| DeepSeek-R1DeepSeek, released 2025-01-20 | 63.5% | DeepSeek, DeepSeek-R1-0528 model cardchecked 2026-10-15 | - |
| DeepSeek-V4-Flash-0731DeepSeek | 90.6% | Alibaba, Qwen3.8-Flash-Next model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.7-PlusAlibaba, released 2026-06-01 | 89.6% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.6-27BAlibaba, released 2026-04-22 | 83.9% | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.6-35B-A3BAlibaba, released 2026-04-16 | 80.4% | Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 78.9% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.5-27BAlibaba, released 2026-02-24 | 80.7% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 2 more pages | - |
| Qwen3.5-35B-A3BAlibaba, released 2026-02-24 | 74.6% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.5-397B-A17BAlibaba, released 2026-02-16 | 83.6% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 2 more pages | - |
| Qwen3-30B-A3B-Thinking-2507Alibaba, released 2025-07-30 | 66% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | Effort: thinking |
| Qwen3-235B-A22BAlibaba, released 2025-04-29 | 75.1% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 2 more pages | - |
| Qwen3-Max-ThinkingAlibaba | 85.9% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | - |
| Qwen3.8-27BAlibaba | 90.3% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.8-Flash-NextAlibaba | 91.9% | Alibaba, Qwen3.8-Flash-Next model cardchecked 2026-10-15; printed on 1 more page | - |
| Kimi K2.6Moonshot AI, released 2026-04-20 | 89.6% | Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15; printed on 2 more pages | - |
| Kimi K2.5Moonshot AI, released 2026-01-27 | 85% | Moonshot AI, Kimi K2.5 model cardchecked 2026-10-15; printed on 2 more pages | - |
| Kimi K2 ThinkingMoonshot AI, released 2025-11-06 | 83.1% | Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15; printed on 1 more page | Effort: thinking; Tools: none |
| Kimi K2 Instruct 0905Moonshot AI, released 2025-09-05 | 56.1% | Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15 | Tools: none |
| Kimi K2 BaseMoonshot AI, released 2025-07-11 | 26.3% | Xiaomi, Xiaomi MiMo-V2.5-Pro model cardchecked 2026-10-15 | Harness: 1-shot |
| Kimi K2 InstructMoonshot AI, released 2025-07-11 | 53.7% | Moonshot AI, Kimi K2 release pagechecked 2026-10-15 | - |
| GLM-5.3-FlashZ.ai, released 2026-08-26 | 80.6% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| GLM-5.1Z.ai, released 2026-04-07 | 85.7% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| GLM-4.7Z.ai, released 2025-12-22 | 84.9% | Z.ai, GLM-4.7 model cardchecked 2026-10-15 | - |
| GLM-4.6Z.ai, released 2025-09-30 | 82.8% | Z.ai, GLM-4.7 model cardchecked 2026-10-15 | - |
| Mistral Medium 3Mistral AI, released 2025-05-07 | 30.3% | Mistral AI, Medium is the new largechecked 2026-10-15 | - |
| MiniMax M2.7MiniMax, released 2026-03-18 | 77.2% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | - |
| Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-15 | 88.22% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 UltraNVIDIA, released 2026-06-04 | 89.2% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19; printed on 1 more page | - |
| Nemotron 3 Nano 30B-A3BNVIDIA, released 2025-12-15 | 68.3% | NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15 | - |
| MAI-Thinking-1Microsoft, released 2026-08-12 | 87.7% | Microsoft, Microsoft AI: Introducing MAI-Thinking-1checked 2026-10-19; printed on 1 more page | - |
| MiMo-V2.5 BaseXiaomi, released 2026-04-27 | 35.5% | Xiaomi, Xiaomi MiMo-V2.5-Pro model cardchecked 2026-10-15 | Harness: 1-shot |
| MiMo-V2.5-Pro BaseXiaomi, released 2026-04-27 | 39.6% | Xiaomi, Xiaomi MiMo-V2.5-Pro model cardchecked 2026-10-15 | Harness: 1-shot |
| Inkling-SmallThinking Machines | 88.3% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
LiveCodeBench (version not stated)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| gpt-oss-120bOpenAI, released 2025-08-05 | 55% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: instruct; Harness: Score vs. Output Length chart (Mistral comparison run) |
| 63% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: reasoning; Harness: Score vs. Output Length chart (Mistral comparison run) | |
| GPT-4.5OpenAI, released 2025-02-27 | 44.4% | DeepSeek, DeepSeek-V3-0324 model cardchecked 2026-10-15 | - |
| o1OpenAI, released 2024-12-17 | 63.4% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | - |
| o1-miniOpenAI, released 2024-09-12 | 53.8% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | Model as printed: OpenAI o1-mini |
| 53.8% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | Model as printed: o1-mini | |
| GPT-4oOpenAI, released 2024-05-13 | 32.9% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | Model as printed: GPT-4o-0513 |
| 34.2% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | Model as printed: GPT-4o 0513 | |
| Claude Opus 4.6Anthropic, released 2026-02-05 | 88.8% | DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15 | Effort: max |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 40% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: instruct; Harness: Score vs. Output Length chart (Mistral comparison run) |
| 49% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: reasoning; Harness: Score vs. Output Length chart (Mistral comparison run) | |
| Claude 3.7 SonnetAnthropic, released 2025-02-24 | 42.2% | DeepSeek, DeepSeek-V3-0324 model cardchecked 2026-10-15 | - |
| Claude 3.5 SonnetAnthropic, released 2024-10-22 | 38.9% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | Setup as reported: column of the distilled-model table; metric pass@1 as printed in the header |
| 33.8% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | Setup as reported: metric Pass@1-COT as printed in the label | |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 91.7% | DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15 | Effort: high |
| Llama 4 MaverickMeta, released 2025-04-05 | 43.4% | Meta, Meta Llama 4 model cardchecked 2026-10-15 | - |
| Llama 4 ScoutMeta, released 2025-04-05 | 32.8% | Meta, Meta Llama 4 model cardchecked 2026-10-15 | - |
| Llama 3.3 70BMeta, released 2024-12-06 | 33.3% | Meta, Meta Llama 4 model cardchecked 2026-10-15 | - |
| Llama 3.1 405BMeta, released 2024-07-23 | 27.7% | Meta, Meta Llama 4 model cardchecked 2026-10-15 | - |
| DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-24 | 91.6% | DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15 | Effort: max |
| 55.2% | DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15 | Effort: non-think | |
| 88.4% | DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15 | Effort: high | |
| DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-24 | 89.8% | DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15 | Effort: high |
| 93.5% | DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15 | Effort: max | |
| 56.8% | DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15 | Effort: non-think | |
| DeepSeek-V3.2-ExpDeepSeek, released 2025-09-29 | 74.1% | DeepSeek, DeepSeek-V3.2-Exp model cardchecked 2026-10-15 | Tools: none |
| DeepSeek-V3.1-TerminusDeepSeek, released 2025-09-22 | 74.9% | DeepSeek, DeepSeek-V3.1-Terminus model cardchecked 2026-10-15; printed on 1 more page | Tools: none |
| DeepSeek-V3.1DeepSeek, released 2025-08-21 | 74.8% | DeepSeek, DeepSeek-V3.1-Terminus model cardchecked 2026-10-15 | Tools: none |
| DeepSeek-V3-0324DeepSeek, released 2025-03-24 | 49.2% | DeepSeek, DeepSeek-V3-0324 model cardchecked 2026-10-15 | - |
| DeepSeek-R1DeepSeek, released 2025-01-20 | 65.9% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | - |
| DeepSeek-R1-Distill-Llama-70BDeepSeek, released 2025-01-20 | 57.5% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | - |
| DeepSeek-R1-Distill-Llama-8BDeepSeek, released 2025-01-20 | 39.6% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | - |
| DeepSeek-R1-Distill-Qwen-1.5BDeepSeek, released 2025-01-20 | 16.9% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | - |
| DeepSeek-R1-Distill-Qwen-14BDeepSeek, released 2025-01-20 | 53.1% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | - |
| DeepSeek-R1-Distill-Qwen-32BDeepSeek, released 2025-01-20 | 57.2% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | - |
| DeepSeek-R1-Distill-Qwen-7BDeepSeek, released 2025-01-20 | 37.6% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | - |
| DeepSeek-V3DeepSeek, released 2024-12-26 | 39.2% | DeepSeek, DeepSeek-V3-0324 model cardchecked 2026-10-15 | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 58% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: instruct; Harness: Score vs. Output Length chart (Mistral comparison run) |
| 74% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: reasoning; Harness: Score vs. Output Length chart (Mistral comparison run) | |
| Qwen3-Next-80B-A3BAlibaba, released 2025-09-11 | 40% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: instruct; Harness: Score vs. Output Length chart (Mistral comparison run) |
| 66% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: reasoning; Harness: Score vs. Output Length chart (Mistral comparison run) | |
| QwQ-32B-PreviewAlibaba, released 2024-11-27 | 41.9% | DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15 | - |
| Qwen-MaxAlibaba | 38.7% | DeepSeek, DeepSeek-V3-0324 model cardchecked 2026-10-15 | - |
| Kimi K2.6Moonshot AI, released 2026-04-20 | 89.6% | DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15 | Effort: thinking |
| Mistral Small 4Mistral AI, released 2026-03-16 | 32% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: none; Harness: Score vs. Output Length chart (Mistral comparison run) |
| 64% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: high; Harness: Score vs. Output Length chart (Mistral comparison run) | |
| 63.6% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | Effort: high | |
| Magistral Medium 1.2Mistral AI, released 2025-09-17 | 66.1% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | - |
| Magistral Small 1.2Mistral AI, released 2025-09-17 | 60.7% | Mistral AI, Mistral Small 4 model cardchecked 2026-10-15 | - |
LiveCodeBench v5
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| DeepSeek-R1DeepSeek, released 2025-01-20 | 65.9% | Mistral AI, Announcing Magistralchecked 2026-10-15 | - |
| DeepSeek-V3DeepSeek, released 2024-12-26 | 36.2% | Mistral AI, Announcing Magistralchecked 2026-10-15 | - |
| Magistral MediumMistral AI, released 2025-06-10 | 59.4% | Mistral AI, Announcing Magistralchecked 2026-10-15 | - |
| Mistral Medium 3Mistral AI, released 2025-05-07 | 29.1% | Mistral AI, Announcing Magistralchecked 2026-10-15 | - |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.