Lmca — Epoch AI
Lmca — Epoch AI is run by Epoch AI. It has ranked 197 models, of which the catalogue holds 130, scoring from 2.78 to 68.26.
measured by Epoch AI · the board itself
| Place | Model | Metric | Score |
|---|---|---|---|
| 1stof 197 | Claude Sonnet 5.5 | Score (max) | 68.26 |
| 2ndof 197 | Claude Opus 5.5 | Score (max) | 68.23 |
| 8thof 197 | Claude Fable 5.1 | Score | 65.46 |
| 15thof 197 | Claude Opus 5 | Score (xhigh) | 64.45 |
| 16thof 197 | GPT 6 Astra | Score (xhigh) | 64.37 |
| 19thof 197 | Gemini 4 Argon | Score (high) | 63.69 |
| 27thof 197 | GPT 6.1 Sol | Score (max) | 62.78 |
| 30thof 197 | Claude Fable 5 | Score (high) | 61.15 |
| 36thof 197 | GPT 6 Sol | Score (max) | 59.08 |
| 37thof 197 | GPT-5.6 Sol | Score (xhigh) | 58.49 |
| 39thof 197 | Claude Opus 4.8 | Score (max) | 57.51 |
| 44thof 197 | Claude Opus 4.6 | Score (max) | 55.76 |
| 45thof 197 | GLM-5.3 | Score | 55.51 |
| 46thof 197 | GPT-5.6 Terra | Score (max) | 54.95 |
| 47thof 197 | GPT-5.5 | Score (xhigh) | 54.27 |
| 48thof 197 | GPT-5.5 Pro | Score (xhigh) | 53.94 |
| 49thof 197 | Muse Spark 1.3 | Score | 53.87 |
| 50thof 197 | Gemini 3.1 Pro Preview | Score (high) | 53.82 |
| 51stof 197 | Gemini 3.8 Flash | Score (medium) | 52.9 |
| 54thof 197 | Kimi K3 | Score (max) | 52.74 |
| 56thof 197 | Claude Opus 4.7 | Score (max) | 52.2 |
| 57thof 197 | GPT-5.4 | Score (xhigh) | 51.97 |
| 62ndof 197 | Claude Haiku 5.5 | Score (max) | 51.06 |
| 63rdof 197 | Gemini 3.7 Flash | Score (high) | 50.38 |
| 64thof 197 | Claude Sonnet 5 | Score (high) | 50.02 |
| 65thof 197 | Muse Spark 1.1 | Score (high) | 49.91 |
| 69thof 197 | Grok 4.7 | Score (xhigh) | 49.38 |
| 74thof 197 | GPT-5.6 Luna | Score (max) | 48.54 |
| 76thof 197 | Grok 4.6 | Score (xhigh) | 48.45 |
| 77thof 197 | Muse Spark 1.2 | Score (xhigh) | 48.35 |
| 80thof 197 | Gemini 3.5 Flash | Score (high) | 47.15 |
| 82ndof 197 | DeepSeek V4.1 Flash | Score | 46.97 |
| 83rdof 197 | Claude Sonnet 4.6 | Score (max) | 46.51 |
| 85thof 197 | Qwen 3.8 Max | Score (xhigh) | 46.24 |
| 86thof 197 | GLM 5.2 | Score (max) | 45.82 |
| 88thof 197 | DeepSeek V4 Pro 0813 | Score | 45.45 |
| 89thof 197 | Grok 4.5 | Score (high) | 45.2 |
| 91stof 197 | Gemini 3.6 Flash | Score (high) | 44.93 |
| 93rdof 197 | GPT 6 Luna | Score (max) | 44.49 |
| 94thof 197 | Claude Opus 4.5 | Score (high) | 44.46 |
| 96thof 197 | Qwen3.7 Max | Score (max) | 44.02 |
| 97thof 197 | GPT-5.2 | Score (xhigh) | 43.91 |
| 98thof 197 | GPT-5.1 | Score (high) | 43.89 |
| 100thof 197 | Gemini 3 Flash | Score (high) | 43.13 |
| 101stof 197 | Qwen3.6 Max Preview | Score (max) | 42.53 |
| 102ndof 197 | DeepSeek V4 Flash (0731) | Score (max) | 41.73 |
| 104thof 197 | Qwen3.8 27B | Score | 41.36 |
| 105thof 197 | DeepSeek V4 Pro | Score (max) | 41.2 |
| 106thof 197 | GPT-5.4 mini | Score (xhigh) | 40.79 |
| 107thof 197 | GPT-5 | Score (high) | 39.99 |
| 108thof 197 | o3 | Score (high) | 39.7 |
| 110thof 197 | Gemma 4 31B | Score | 39.25 |
| 111thof 197 | Claude Sonnet 4.5 | Score | 38.76 |
| 112thof 197 | Grok 4.20 | Score | 38.66 |
| 113thof 197 | o3-pro | Score (high) | 38.48 |
| 114thof 197 | Grok 4.3 | Score (high) | 38.33 |
| 115thof 197 | Qwen3.5 397B A17B | Score | 37.89 |
| 116thof 197 | Gemini 3.5 Flash-Lite | Score (high) | 37.6 |
| 117thof 197 | Inkling | Score (xhigh) | 37.58 |
| 118thof 197 | Qwen 3.7 Plus | Score | 37.58 |
| 119thof 197 | Claude Opus 4 | Score | 37.43 |
| 120thof 197 | Kimi K2.6 | Score | 37.26 |
| 121stof 197 | Claude Opus 4.1 | Score | 37.08 |
| 122ndof 197 | Nemotron 3 Ultra | Score | 36.9 |
| 123rdof 197 | GPT-5.4 nano | Score (xhigh) | 36.86 |
| 124thof 197 | Qwen 3.5 Plus | Score | 36.36 |
| 125thof 197 | DeepSeek V4 Flash | Score (max) | 35.88 |
| 127thof 197 | Gemini 3.1 Flash-Lite | Score (high) | 35.01 |
| 128thof 197 | Gemini 2.5 Pro | Score | 34.77 |
| 129thof 197 | Qwen3.6 27B | Score | 34.53 |
| 130thof 197 | GPT-5 mini | Score (high) | 34.2 |
| 131stof 197 | Qwen3.5-27B | Score | 33.98 |
| 132ndof 197 | MiniMax M3 | Score | 33.7 |
| 133rdof 197 | Qwen3.6 Plus | Score | 33.09 |
| 134thof 197 | Qwen3.5-122B-A10B | Score (none) | 32.23 |
| 135thof 197 | Qwen3.6-Flash | Score | 30.98 |
| 136thof 197 | Claude Haiku 4.5 | Score | 30.94 |
| 137thof 197 | Qwen3.6 35B A3B | Score | 29.7 |
| 138thof 197 | Gemma 4 26B A4B | Score | 29.68 |
| 139thof 197 | MiMo-V2.5-Pro | Score | 29.5 |
| 140thof 197 | Qwen3.5-35B-A3B | Score | 29.47 |
| 141stof 197 | Qwen3 235B A22B Thinking 2507 | Score | 29.31 |
| 142ndof 197 | Qwen3.5-Flash | Score | 29.14 |
| 144thof 197 | Claude Sonnet 4 | Score | 29 |
| 145thof 197 | DeepSeek v3.2 | Score | 28.82 |
| 146thof 197 | DeepSeek V3.1 Terminus | Score | 28.58 |
| 148thof 197 | Gemini 2.5 Flash | Score | 27.49 |
| 149thof 197 | o4-mini | Score (high) | 26.5 |
| 151stof 197 | GPT-4.1 fine-tuned | Score | 25.61 |
| 152ndof 197 | Qwen3 235B A22B | Score | 25 |
| 153rdof 197 | Qwen3.5 9B | Score | 24.47 |
| 155thof 197 | Qwen-Plus | Score | 23.96 |
| 156thof 197 | Qwen3-235B-A22B-Instruct-2507 | Score | 23.52 |
| 157thof 197 | Qwen3 30B A3B Instruct 2507 | Score | 22.37 |
| 158thof 197 | o1 | Score (high) | 22.27 |
| 159thof 197 | GPT OSS 120B | Score (high) | 22.14 |
| 160thof 197 | GPT-4.1 mini | Score | 21.12 |
| 161stof 197 | Mistral Small 4 | Score | 20.61 |
| 162ndof 197 | Qwen3 30B A3B Thinking 2507 | Score | 19.53 |
| 164thof 197 | o3-mini | Score (high) | 18.97 |
| 165thof 197 | Qwen3 14B | Score | 18.19 |
| 167thof 197 | Llama 3.3 70B Instruct | Score | 17.52 |
| 168thof 197 | Qwen3 32B | Score | 17.28 |
| 169thof 197 | GPT-4 (0613) | Score | 17.06 |
| 170thof 197 | Claude 3 Opus | Score | 17 |
| 171stof 197 | Mistral Large 3 | Score | 16.7 |
| 172ndof 197 | GPT-4o (2024-05-13) | Score | 16.59 |
| 173rdof 197 | Llama-4-Maverick-17B-128E-Instruct | Score | 15.87 |
| 174thof 197 | Qwen3 30B A3B | Score | 15.82 |
| 175thof 197 | DeepSeek-V3 0324 | Score | 15.47 |
| 176thof 197 | deepseek-chat | Score | 15.24 |
| 177thof 197 | Meta-Llama-3.1-70B-Instruct | Score | 14.85 |
| 178thof 197 | GPT OSS 20B | Score (high) | 14.51 |
| 179thof 197 | Qwen2.5 72B Instruct | Score | 13.42 |
| 180thof 197 | Gemma 3 27B | Score | 12.28 |
| 182ndof 197 | GPT-4o-mini (2024-07-18) | Score | 10.37 |
| 183rdof 197 | c4ai-command-a-03-2025 | Score | 10.28 |
| 184thof 197 | GPT-4 Turbo | Score | 9.78 |
| 185thof 197 | GPT-3.5 Turbo | Score | 9.65 |
| 186thof 197 | c4ai-command-r-08-2024 | Score | 9.19 |
| 187thof 197 | Claude 3 Haiku | Score | 8.84 |
| 188thof 197 | Qwen3 8B | Score | 8.82 |
| 189thof 197 | GPT-5 nano | Score (high) | 7.93 |
| 190thof 197 | Gemma 2 27B | Score | 7.1 |
| 191stof 197 | Qwen2.5 7B Instruct | Score | 6.42 |
| 193rdof 197 | GPT-4.1 nano | Score | 5.46 |
| 194thof 197 | Llama 3.1 8B Instruct | Score | 5.37 |
| 195thof 197 | c4ai-command-r-plus-08-2024 | Score | 5.01 |
| 196thof 197 | Gemma 3 12B | Score | 4.46 |
| 197thof 197 | Gemma 3 4B | Score | 2.78 |
Read from the board on 2026-10-31