ARC-AGI-1 — Chollet's abstraction corpus v1; distinct from ARC-AGI-2/3, unrelated to arc_challenge (AI2 ARC)
| # | Model | Vendor | Best score | Runs | Last seen |
|---|---|---|---|---|---|
| 1 | Claude Fable 5 (Extra High) | Anthropic | 98.5 | 1 | 2026-08-06 |
| 2 | Gemini 3.1 Pro | 98 | 3 | 2026-06-21 | |
| 3 | Opus 5 | Anthropic | 97.5 | 3 | 2026-07-25 |
| 4 | GPT-5.6 Sol | OpenAI | 97.5 | 2 | 2026-07-24 |
| 5 | GPT-5.6 Terra | OpenAI | 96.5 | 1 | 2026-07-10 |
| 6 | Gemini 3 Deep Think | 96 | 2 | 2026-05-10 | |
| 7 | GPT-5.5 | OpenAI | 95 | 3 | 2026-05-10 |
| 8 | GPT-5.5 Pro | OpenAI | 95 | 1 | 2026-05-10 |
| 9 | GPT-5.2 (Refine.) | OpenAI | 94.5 | 1 | 2026-05-10 |
| 10 | GPT-5.4 Pro | OpenAI | 94.5 | 3 | 2026-06-21 |
| 11 | GPT-5.4 | OpenAI | 93.7 | 5 | 2026-06-21 |
| 12 | Claude Opus 4.6 | Anthropic | 93 | 3 | 2026-06-21 |
| 13 | Claude Opus 4.8 | Anthropic | 92.5 | 2 | 2026-07-24 |
| 14 | Gemini 3.5 Flash | 92.5 | 2 | 2026-05-29 | |
| 15 | Claude Opus 4.7 | Anthropic | 92 | 5 | 2026-06-21 |
| 16 | GPT-5.2 Pro | OpenAI | 90.5 | 1 | 2026-05-10 |
| 17 | Claude Fable 5 | Anthropic | 90.5 | 1 | 2026-08-06 |
| 18 | Grok 4.20 | SpaceXAI | 89.5 | 1 | 2026-05-10 |
| 19 | GPT-5.6 Luna | OpenAI | 88 | 8 | 2026-08-12 |
| 20 | Claude Sonnet 4.6 | Anthropic | 86.5 | 3 | 2026-06-19 |
| 21 | GPT-5.2 | OpenAI | 86.2 | 4 | 2026-05-10 |
| 22 | Gemini 3.7 Flash | 85.2 | 1 | 2026-08-21 | |
| 23 | Gemini 3 Flash Preview | 84.7 | 5 | 2026-05-29 | |
| 24 | Inkling-Small | Thinking Machines | 84 | 3 | 2026-07-31 |
| 25 | DeepSeek-V4-Flash | DeepSeek | 84 | 2 | 2026-08-09 |
| 26 | Claude Opus 4.5 | Anthropic | 82 | 4 | 2026-07-29 |
| 27 | Grok 4 (Refine.) | SpaceXAI | 79.6 | 1 | 2026-05-10 |
| 28 | Inkling | Thinking Machines | 79.5 | 2 | 2026-07-30 |
| 29 | Grok4.5 | SpaceXAI | 79.2 | 1 | 2026-07-24 |
| 30 | GLM-5.2 Full Open Source | Z.ai | 77 | 2 | 2026-07-13 |
| 31 | Gemini 3 Pro | 75 | 1 | 2026-05-10 | |
| 32 | Grok 4.6 | SpaceXAI | 74.8 | 1 | 2026-08-14 |
| 33 | GPT-5.1 | OpenAI | 72.8 | 4 | 2026-06-20 |
| 34 | GPT-5 Pro | OpenAI | 70.2 | 1 | 2026-05-10 |
| 35 | Grok 4 | SpaceXAI | 66.7 | 1 | 2026-05-10 |
| 36 | Kimi K3 | Moonshot | 65.7 | 1 | 2026-08-01 |
| 37 | Kimi K2.5 | Moonshot | 65.3 | 1 | 2026-05-10 |
| 38 | Claude Sonnet 4 | Anthropic | 63.7 | 2 | 2026-05-10 |
| 39 | MiniMax M2.5 | MiniMax | 63.7 | 1 | 2026-05-10 |
| 40 | Claude Sonnet 4.5 | Anthropic | 63.7 | 2 | 2026-05-10 |
| 41 | o3 | OpenAI | 60.8 | 1 | 2026-05-10 |
| 42 | o3-pro | OpenAI | 59.3 | 1 | 2026-05-10 |
| 43 | o4-mini | OpenAI | 58.7 | 3 | 2026-05-10 |
| 44 | GPT-5.4 mini | OpenAI | 58 | 2 | 2026-05-15 |
| 45 | DeepSeek-V3.2 | DeepSeek | 57 | 1 | 2026-05-10 |
| 46 | GPT-5 | OpenAI | 56.2 | 4 | 2026-05-10 |
| 47 | GPT-5 mini | OpenAI | 54.3 | 4 | 2026-05-15 |
| 48 | Grok 4 Fast | SpaceXAI | 48.5 | 1 | 2026-05-15 |
| 49 | Claude Haiku 4.5 | Anthropic | 47.7 | 1 | 2026-05-10 |
| 50 | GLM-5 | Z.ai | 44.7 | 1 | 2026-05-10 |
| 51 | Gemini 2.5 Pro | 41 | 2 | 2026-05-10 | |
| 52 | Tiny Recursion Model (TRM) | Bespoke | 40 | 1 | 2026-05-10 |
| 53 | Gemini 3.6 Flash | 34.5 | 1 | 2026-08-07 | |
| 54 | o3-mini | OpenAI | 34.5 | 2 | 2026-05-10 |
| 55 | Gemini 2.5 Flash | 33.3 | 2 | 2026-05-10 | |
| 56 | GPT-5.4 nano | OpenAI | 33 | 2 | 2026-05-10 |
| 57 | Hierarchical Reasoning Model (HRM) | Bespoke | 32 | 1 | 2026-05-10 |
| 58 | Codex Mini | OpenAI | 27.3 | 1 | 2026-05-10 |
| 59 | Claude 4 Opus | Anthropic | 27 | 2 | 2026-05-10 |
| 60 | DeepSeek-R1 | DeepSeek | 21.2 | 2 | 2026-05-10 |
| 61 | Claude 3.7 | Anthropic | 21.2 | 1 | 2026-07-14 |
| 62 | GPT-5 nano | OpenAI | 20.7 | 3 | 2026-05-10 |
| 63 | Grok 3 Mini Reasoning | SpaceXAI | 16.5 | 1 | 2026-05-10 |
| 64 | OpenAI o1-mini | OpenAI | 14 | 1 | 2026-05-10 |
| 65 | Claude 3.7 Sonnet | Anthropic | 13.6 | 1 | 2026-05-10 |
| 66 | Qwen3 235B A22B Instruct 2507 | Alibaba | 11 | 2 | 2026-06-19 |
| 67 | GPT-4.5 Preview | OpenAI | 10.3 | 1 | 2026-05-10 |
| 68 | Gemini 3.5 Flash Lite | 7.5 | 1 | 2026-08-07 | |
| 69 | Magistral Medium 1 | Mistral | 6.1 | 2 | 2026-05-10 |
| 70 | Magistral | Mistral | 6.1 | 1 | 2026-08-03 |
| 71 | GPT-4.1 | OpenAI | 5.5 | 1 | 2026-05-10 |
| 72 | Grok 3 | SpaceXAI | 5.5 | 2 | 2026-06-19 |
| 73 | Magistral Small | Mistral | 5 | 1 | 2026-05-10 |
| 74 | GPT-4o | OpenAI | 4.5 | 1 | 2026-05-10 |
| 75 | Llama 4 Maverick | Meta | 4.4 | 1 | 2026-05-10 |
| 76 | GPT-4.1 mini | OpenAI | 3.5 | 2 | 2026-06-19 |
| 77 | Llama 4 Scout | Meta | 0.5 | 2 | 2026-06-19 |
| 78 | GPT-4.1 nano | OpenAI | 0 | 2 | 2026-06-19 |
Best tracked score per model (default configuration; source-attributed and verification-tiered). Open a model for its full benchmark surface, provenance and pricing.