LMCA leaderboard
- Claude Sonnet 5.5 leads
- 68.3%
- models measured
- 129
- lead over #2
- +0.0 pts
- median
- 36.9%
Leader on LMCA · read October 21
On October 21, 2026, 132 of our catalog's models had a LMCA result, and Anthropic Claude Sonnet 5.5 led with 68.3%, ahead of Anthropic Claude Opus 5.5 at 68.2%.
Epoch AI collects its results; its benchmarking hub describes the tasks and links the authors.
Role in the index
LMCA is shown as published and does not feed any of our indexes. Read the methodology
| # | Model | Result | Evidence | Coding index | Output $/Mtok |
|---|---|---|---|---|---|
| 1 | Claude Sonnet 5.5Anthropic | 68.3% | 87.3 | $10.00 | |
| 2 | Claude Opus 5.5Anthropic | 68.2% | 88.8 | $20.00 | |
| 3 | Claude Fable 5.1Anthropic | 65.5% | 84.2 | $50.00 | |
| 4 | Claude Opus 5Anthropic | 64.5% | 83.0 | $25.00 | |
| 5 | GPT-6 AstraOpenAI | 64.4% | 85.1 | $50.00 | |
| 6 | Gemini 4 ArgonGoogle | 63.7% | 81.0 | $10.00 | |
| 7 | GPT-6.1 SolOpenAI | 62.8% | 82.4 | $10.00 | |
| 8 | Claude Fable 5Anthropic | 61.2% | 79.3 | $50.00 | |
| 9 | GPT-5.6 Sol ProOpenAI | 59.2% | Not benchmarked | $20.00 | |
| 10 | GPT-6 SolOpenAI | 59.1% | 76.0 | $10.00 | |
| 11 | GPT-5.6 SolOpenAI | 58.5% | 73.5 | $20.00 | |
| 12 | Claude Opus 4.8Anthropic | 57.5% | 65.0 | $25.00 | |
| 13 | Muse WonderMeta | 56.8% | 71.9 | $20.00 | |
| 14 | Claude Opus 4.6Anthropic | 55.8% | 57.2 | $25.00 | |
| 15 | GLM 5.3Z.ai | 55.5% | 70.6 | $4.40 | |
| 16 | GPT-5.6 TerraOpenAI | 54.9% | 63.9 | $12.00 | |
| 17 | GPT-5.5OpenAI | 54.3% | 71.3 | $30.00 | |
| 18 | GPT-5.5 ProOpenAI | 53.9% | Not benchmarked | $180.00 | |
| 19 | Muse Spark 1.3Meta | 53.9% | 57.4 | $4.25 | |
| 20 | Gemini 3.1 Pro PreviewGoogle | 53.8% | 32.3 | $12.00 | |
| 21 | Gemini 3.8 FlashGoogle | 52.9% | 61.6 | $3.75 | |
| 22 | Kimi K3Moonshot AI | 52.7% | 62.3 | $15.00 | |
| 23 | Claude Opus 4.7Anthropic | 52.2% | 67.5 | $25.00 | |
| 24 | GPT-5.4OpenAI | 52.0% | 64.4 | $15.00 | |
| 25 | Claude Haiku 5.5Anthropic | 51.1% | 70.7 | $0.50 | |
| 26 | Gemini 3.7 FlashGoogle | 50.4% | 58.0 | $3.75 | |
| 27 | Claude Sonnet 5Anthropic | 50.0% | 57.7 | $10.00 | |
| 28 | Muse Spark 1.1Meta | 49.9% | 70.3 | $4.25 | |
| 29 | Grok 4.7xAI | 49.4% | 66.7 | $6.00 | |
| 30 | GPT-5.6 LunaOpenAI | 48.5% | 58.0 | $1.20 | |
| 31 | Grok 4.6xAI | 48.5% | 65.7 | $6.00 | |
| 32 | Muse Spark 1.2Meta | 48.4% | 55.7 | $4.25 | |
| 33 | Gemini 3.5 FlashGoogle | 47.1% | 39.8 | $9.00 | |
| 34 | DeepSeek V4.1 FlashDeepSeek | 47.0% | 62.5 | $0.78 | |
| 35 | Claude Sonnet 4.6Anthropic | 46.5% | 57.3 | $15.00 | |
| 36 | Qwen3.8 Max (0902)Qwen | 46.2% | 62.4 | $6.00 | |
| 37 | GLM 5.2Z.ai | 45.8% | 61.1 | $4.40 | |
| 38 | DeepSeek V4 Pro 0813DeepSeek | 45.5% | 56.1 | $1.98 | |
| 39 | Grok 4.5xAI | 45.2% | 58.6 | $6.00 | |
| 40 | Gemini 3.6 FlashGoogle | 44.9% | 62.5 | $3.75 | |
| 41 | GPT-6 LunaOpenAI | 44.5% | 57.3 | $0.50 | |
| 42 | Claude Opus 4.5Anthropic | 44.5% | 44.0 | $25.00 | |
| 43 | Qwen3.7 MaxQwen | 44.0% | 54.1 | $4.425 | |
| 44 | GPT-5.2OpenAI | 43.9% | 55.9 | $14.00 | |
| 45 | GPT-5.1OpenAI | 43.9% | 40.4 | $10.00 | |
| 46 | Gemini 3 Flash PreviewGoogle | 43.1% | 43.7 | $3.00 | |
| 47 | DeepSeek V4 Flash 0731DeepSeek | 41.7% | 51.8 | $0.28 | |
| 48 | Qwen3.8 27BQwen | 41.4% | 74.2 | $2.55 | |
| 49 | DeepSeek V4 Pro 0423DeepSeek | 41.2% | 38.7 | $2.716 | |
| 50 | GPT-5.4 MiniOpenAI | 40.8% | 35.8 | $4.50 | |
| 51 | GPT-5OpenAI | 40.0% | 38.8 | $10.00 | |
| 52 | o3OpenAI | 39.7% | Not benchmarked | $8.00 | |
| 53 | Gemma 4 31BGoogle | 39.3% | 39.0 | $0.40 | |
| 54 | Claude Sonnet 4.5Anthropic | 38.8% | 39.5 | $15.00 | |
| 55 | Grok 4.20xAI | 38.7% | 33.3 | $2.50 | |
| 56 | o3 ProOpenAI | 38.5% | Not benchmarked | $80.00 | |
| 57 | Grok 4.3xAI | 38.3% | 37.4 | $2.50 | |
| 58 | Qwen3.5 397B A17BQwen | 37.9% | Not benchmarked | $2.34 | |
| 59 | Gemini 3.5 Flash LiteGoogle | 37.6% | 49.0 | $2.50 | |
| 60 | Qwen3.7 PlusQwen | 37.6% | 33.2 | $1.28 | |
| 61 | T InklingThinking Machines | 37.6% | 31.5 | $4.05 | |
| 62 | Claude Opus 4RetiredAnthropic | 37.4% | Not benchmarked | $75.00 | |
| 63 | Kimi K2.6Moonshot AI | 37.3% | 52.1 | $4.00 | |
| 64 | Claude Opus 4.1Anthropic | 37.1% | Not benchmarked | $75.00 | |
| 65 | Nemotron 3 UltraNVIDIA | 36.9% | 30.0 | $2.40 | |
| 66 | GPT-5.4 NanoOpenAI | 36.9% | 44.8 | $1.25 | |
| 67 | Qwen3.5 Plus 2026-04-20Qwen | 36.4% | 39.5 | $1.80 | |
| 68 | DeepSeek V4 Flash 0423DeepSeek | 35.9% | Not benchmarked | $0.28 | |
| 69 | Mistral Large 4Mistral AI | 35.8% | 56.4 | $4.18 | |
| 70 | Gemini 3.1 Flash LiteGoogle | 35.0% | Not benchmarked | $1.50 | |
| 71 | Gemini 2.5 ProGoogle | 34.8% | 19.1 | $10.00 | |
| 72 | Qwen3.6 27BQwen | 34.5% | 36.8 | $2.70 | |
| 73 | GPT-5 MiniOpenAI | 34.2% | 34.2 | $2.00 | |
| 74 | Qwen3.5-27BQwen | 34.0% | Not benchmarked | $1.56 | |
| 75 | MiniMax M3MiniMax | 33.7% | 39.2 | $1.20 | |
| 76 | Qwen3.6 PlusQwen | 33.1% | 44.1 | $1.95 | |
| 77 | Qwen3.5-122B-A10BQwen | 32.2% | Not benchmarked | $2.08 | |
| 78 | Qwen3.6 FlashQwen | 31.0% | Not benchmarked | $1.125 | |
| 79 | Claude Haiku 4.5Anthropic | 30.9% | 35.6 | $5.00 | |
| 80 | Qwen3.6 35B A3BQwen | 29.7% | Not benchmarked | $1.00 | |
| 81 | Gemma 4 26B A4BGoogle | 29.7% | Not benchmarked | $0.60 | |
| 82 | MiMo-V2.5-ProXiaomi | 29.5% | 31.6 | $0.9152 | |
| 83 | Qwen3.5-35B-A3BQwen | 29.5% | Not benchmarked | $1.30 | |
| 84 | Qwen3 235B A22B Thinking 2507Qwen | 29.3% | Not benchmarked | $3.50 | |
| 85 | Qwen3.5-FlashQwen | 29.1% | 41.1 | $0.26 | |
| 86 | DeepSeek V3.2 ExpDeepSeek | 29.1% | Not benchmarked | $0.41 | |
| 87 | DeepSeek V3.2DeepSeek | 28.8% | 30.0 | $0.88 | |
| 88 | DeepSeek V3.1 TerminusDeepSeek | 28.6% | Not benchmarked | $1.0142 | |
| 89 | Gemini 2.5 FlashGoogle | 27.5% | Not benchmarked | $2.50 | |
| 90 | o4 MiniOpenAI | 26.5% | Not benchmarked | $4.40 | |
| 91 | Mistral Medium 3.5Mistral AI | 26.1% | 25.5 | $7.50 | |
| 92 | GPT-4.1OpenAI | 25.6% | Not benchmarked | $8.00 | |
| 93 | Qwen3.5-9BQwen | 24.5% | Not benchmarked | $0.15 | |
| 94 | DeepSeek V3.1DeepSeek | 24.3% | Not benchmarked | $1.50 | |
| 95 | Qwen-PlusQwen | 24.0% | Not benchmarked | $0.78 | |
| 96 | Qwen3 235B A22B Instruct 2507Qwen | 23.5% | Not benchmarked | $0.75 | |
| 97 | Qwen3 30B A3B Instruct 2507Qwen | 22.4% | Not benchmarked | $0.30 | |
| 98 | o1OpenAI | 22.3% | Not benchmarked | $60.00 | |
| 99 | gpt-oss-120bOpenAI | 22.1% | Not benchmarked | $0.50 | |
| 100 | GPT-4.1 MiniOpenAI | 21.1% | Not benchmarked | $1.60 | |
| 101 | Mistral Small 4Mistral AI | 20.6% | Not benchmarked | $0.60 | |
| 102 | Mistral Medium 3.1Mistral AI | 19.1% | Not benchmarked | $2.00 | |
| 103 | o3 MiniOpenAI | 19.0% | Not benchmarked | $4.40 | |
| 104 | Qwen3 14BQwen | 18.2% | Not benchmarked | $0.23 | |
| 105 | Gemini 2.5 Flash LiteGoogle | 18.1% | Not benchmarked | $0.40 | |
| 106 | Llama 3.3 70B InstructMeta Llama | 17.5% | Not benchmarked | $0.72 | |
| 107 | Qwen3 32BQwen | 17.3% | Not benchmarked | $0.40 | |
| 108 | GPT-4OpenAI | 17.1% | Not benchmarked | $60.00 | |
| 109 | Claude 3 OpusRetiredAnthropic | 17.0% | Not benchmarked | $75.00 | |
| 110 | Mistral Large 3 2512Mistral AI | 16.7% | Not benchmarked | $1.50 | |
| 111 | GPT-4oOpenAI | 16.6% | Not benchmarked | $10.00 | |
| 112 | Llama 4 MaverickMeta Llama | 15.9% | Not benchmarked | $1.00 | |
| 113 | Qwen3 30B A3BQwen | 15.8% | Not benchmarked | $0.50 | |
| 114 | DeepSeek V3 0324DeepSeek | 15.5% | Not benchmarked | $1.07 | |
| 115 | DeepSeek V3DeepSeek | 15.2% | Not benchmarked | $0.9594 | |
| 116 | Llama 3.1 70B InstructMeta Llama | 14.8% | Not benchmarked | $0.56 | |
| 117 | gpt-oss-20bOpenAI | 14.5% | Not benchmarked | $0.15 | |
| 118 | Qwen2.5 72B InstructQwen | 13.4% | Not benchmarked | $0.40 | |
| 119 | Gemma 3 27BGoogle | 12.3% | Not benchmarked | $0.30 | |
| 120 | Llama 4 ScoutMeta Llama | 12.0% | Not benchmarked | $0.50 | |
| 121 | GPT-4o-miniOpenAI | 10.4% | Not benchmarked | $0.60 | |
| 122 | Command ACohere | 10.3% | Not benchmarked | $10.00 | |
| 123 | GPT-4 TurboOpenAI | 9.8% | Not benchmarked | $30.00 | |
| 124 | GPT-3.5 TurboOpenAI | 9.7% | Not benchmarked | $1.50 | |
| 125 | Claude 3 HaikuRetiredAnthropic | 8.8% | Not benchmarked | $1.25 | |
| 126 | GPT-5 NanoOpenAI | 7.9% | Not benchmarked | $0.40 | |
| 127 | Gemma 2 27BGoogle | 7.1% | Not benchmarked | $0.65 | |
| 128 | Qwen2.5 7B InstructQwen | 6.4% | Not benchmarked | $0.20 | |
| 129 | GPT-4.1 NanoOpenAI | 5.5% | Not benchmarked | $0.40 | |
| 130 | Llama 3.1 8B InstructMeta Llama | 5.4% | Not benchmarked | $0.08 | |
| 131 | Gemma 3 12BGoogle | 4.5% | Not benchmarked | $0.1625 | |
| 132 | Gemma 3 4BGoogle | 2.8% | Not benchmarked | $0.075 |
Only models in our catalog are listed, and each appears once with its best published run. 215 rows were read from the source on October 21, 2026, and rows that match no catalog model are left out.