ARC-AGI-3
Interactive turn-based games with unstated rules that the model must explore, learn and win, semi-private set, scored by the ARC Prize Foundation. The standard harness is shown without a harness label; runs through a model provider's own adapter are labelled Provider adapter.
| Category | Reasoning |
|---|---|
| Metric | Semi-private games score |
| Source | ARC Prize (original) |
| License | Internal use |
| Benchmark page | arcprize.org |
| Status | Scored |
| Weight | 1.2 within Reasoning |
| Fit | Discrimination 4.16, noise 2.44 |
| Lineage | Shares weight with arc_agi_3 |
Results
| # | Model | Provider | Result | Date |
|---|---|---|---|---|
| 1 | GPT-6 Astra High | OpenAI | 100.0% | 2026-11-11 |
| 2 | Gemini 4 Carbon Medium | 99.1% | 2026-11-11 | |
| 3 | GPT-6 Astra Max | OpenAI | 98.6% | 2026-11-11 |
| 4 | GPT-6 Astra Medium | OpenAI | 98.4% | 2026-11-11 |
| 5 | GPT-6 Astra Extra High | OpenAI | 98.4% | 2026-11-11 |
| 6 | GPT-6 Astra Low | OpenAI | 98.0% | 2026-11-11 |
| 7 | Claude Fable 5.2 High | Anthropic | 97.7% | 2026-11-11 |
| 8 | Gemini 4 Carbon Low | 97.7% | 2026-11-11 | |
| 9 | Gemini 4 Argon Low | 97.5% | 2026-11-11 | |
| 10 | Gemini 4 Argon Medium | 97.3% | 2026-11-11 | |
| 11 | Gemini 4 Argon High | 97.3% | 2026-11-11 | |
| 12 | Claude Fable 5.2 Extra High | Anthropic | 97.3% | 2026-11-11 |
| 13 | Gemini 4 Carbon High | 96.9% | 2026-11-11 | |
| 14 | Claude Fable 5.2 Medium | Anthropic | 96.8% | 2026-11-11 |
| 15 | GPT-6 Astra Non-reasoning | OpenAI | 96.7% | 2026-11-11 |
| 16 | GPT-6.1 Sol Extra High | OpenAI | 96.4% | 2026-11-11 |
| 17 | GPT-6.1 Sol Max | OpenAI | 96.2% | 2026-11-11 |
| 18 | GPT-6.1 Sol High | OpenAI | 95.0% | 2026-11-11 |
| 19 | Claude Fable 5.2 Max | Anthropic | 94.9% | 2026-11-11 |
| 20 | Claude Fable 5.2 Low | Anthropic | 92.3% | 2026-11-11 |
| 21 | GPT-6.1 Sol Medium | OpenAI | 91.0% | 2026-11-11 |
| 22 | GPT-6.1 Sol Low | OpenAI | 82.8% | 2026-11-11 |
| 23 | Claude Fable 5.2 Extra High | Anthropic | 81.2% | 2026-11-11 |
| 24 | Claude Fable 5.2 High | Anthropic | 79.3% | 2026-11-11 |
| 25 | Claude Fable 5.2 Medium | Anthropic | 73.3% | 2026-11-11 |
| 26 | Claude Sonnet 5.5 Extra High | Anthropic | 72.4% | 2026-11-11 |
| 27 | Claude Fable 5.2 Max | Anthropic | 65.7% | 2026-11-11 |
| 28 | Gemini 4 Carbon Low | 65.1% | 2026-11-11 | |
| 29 | Gemini 4 Carbon Medium | 63.9% | 2026-11-11 | |
| 30 | GPT-6 Astra Max | OpenAI | 62.7% | 2026-11-11 |
| 31 | GPT-6 Astra Extra High | OpenAI | 59.3% | 2026-11-11 |
| 32 | GPT-6 Astra High | OpenAI | 54.8% | 2026-11-11 |
| 33 | GPT-6.1 Sol Max | OpenAI | 52.7% | 2026-11-11 |
| 34 | Claude Fable 5.2 Low | Anthropic | 52.0% | 2026-11-11 |
| 35 | Gemini 4 Argon Low | 49.8% | 2026-11-11 | |
| 36 | Gemini 4 Argon Medium | 46.3% | 2026-11-11 | |
| 37 | GPT-6.1 Sol Extra High | OpenAI | 39.9% | 2026-11-11 |
| 38 | GPT-6 Astra Medium | OpenAI | 38.6% | 2026-11-11 |
| 39 | Claude Sonnet 5.5 High | Anthropic | 35.5% | 2026-11-11 |
| 40 | GPT-6 Astra Non-reasoning | OpenAI | 35.2% | 2026-11-11 |
| 41 | Gemini 3.8 Flash High | 35.0% | 2026-11-11 | |
| 42 | Claude Opus 5 High | Anthropic | 30.2% | 2026-11-11 |
| 43 | GPT-6.1 Sol High | OpenAI | 26.7% | 2026-11-11 |
| 44 | Claude Sonnet 5.5 Extra High | Anthropic | 24.3% | 2026-11-11 |
| 45 | Gemini 3.8 Flash Medium | 24.2% | 2026-11-11 | |
| 46 | GPT-6 Sol Max | OpenAI | 23.0% | 2026-11-11 |
| 47 | GPT-6 Astra Low | OpenAI | 17.5% | 2026-11-11 |
| 48 | Gemini 3.8 Flash Low | 15.1% | 2026-11-11 | |
| 49 | GPT-6.1 Sol Medium | OpenAI | 10.6% | 2026-11-11 |
| 50 | Gemini 3.8 Flash High | 10.4% | 2026-11-11 | |
| 51 | Grok 4.7 High | xAI | 10.1% | 2026-11-11 |
| 52 | GPT-6 Sol Extra High | OpenAI | 9.5% | 2026-11-11 |
| 53 | Grok 4.7 Medium | xAI | 8.4% | 2026-11-11 |
| 54 | GPT-5.6 Sol Max | OpenAI | 7.8% | 2026-11-11 |
| 55 | Grok 4.7 Extra High | xAI | 7.0% | 2026-11-11 |
| 56 | GPT-5.6 Sol Extra High | OpenAI | 7.0% | 2026-11-11 |
| 57 | Gemini 3.8 Flash Low | 6.0% | 2026-11-11 | |
| 58 | GPT-6 Sol High | OpenAI | 5.9% | 2026-11-11 |
| 59 | DeepSeek V4.1 Flash 1017 Max | DeepSeek | 5.8% | 2026-11-11 |
| 60 | GPT-6 Sol Medium | OpenAI | 4.9% | 2026-11-11 |
| 61 | Claude Sonnet 5.5 Medium | Anthropic | 4.9% | 2026-11-11 |
| 62 | GPT-6 Sol Max | OpenAI | 4.6% | 2026-11-11 |
| 63 | Gemini 3.8 Flash Medium | 4.0% | 2026-11-11 | |
| 64 | GPT-6.1 Sol Low | OpenAI | 3.9% | 2026-11-11 |
| 65 | DeepSeek V4.1 Flash Low | DeepSeek | 3.3% | 2026-11-11 |
| 66 | DeepSeek V4.1 Flash High | DeepSeek | 3.2% | 2026-11-11 |
| 67 | Claude Haiku 5.5 Max | Anthropic | 2.8% | 2026-11-11 |
| 68 | DeepSeek V4.1 Flash Max | DeepSeek | 2.7% | 2026-11-11 |
| 69 | GPT-5.6 Sol High | OpenAI | 2.2% | 2026-11-11 |
| 70 | Grok 4.6 Extra High | xAI | 2.1% | 2026-11-11 |
| 71 | Grok 4.7 Extra High | xAI | 1.8% | 2026-11-11 |
| 72 | GPT-6 Sol Extra High | OpenAI | 1.8% | 2026-11-11 |
| 73 | GPT-6 Sol Low | OpenAI | 1.8% | 2026-11-11 |
| 74 | Grok 4.7 High | xAI | 1.7% | 2026-11-11 |
| 75 | Grok 4.7 Medium | xAI | 1.7% | 2026-11-11 |
| 76 | Claude Opus 4.8 High | Anthropic | 1.5% | 2026-11-11 |
| 77 | GPT-6 Sol Non-reasoning | OpenAI | 1.2% | 2026-11-11 |
| 78 | Claude Sonnet 5.5 High | Anthropic | 1.2% | 2026-11-11 |
| 79 | GPT-5.6 Sol Medium | OpenAI | 1.1% | 2026-11-11 |
| 80 | GPT-6 Sol High | OpenAI | 0.9% | 2026-11-11 |
| 81 | DeepSeek V4.1 Flash Max | DeepSeek | 0.9% | 2026-11-11 |
| 82 | GPT-5.6 Terra Max | OpenAI | 0.8% | 2026-11-11 |
| 83 | Grok 4.7 Low | xAI | 0.8% | 2026-11-11 |
| 84 | GPT-5.6 Terra Extra High | OpenAI | 0.7% | 2026-11-11 |
| 85 | Claude Sonnet 5.5 Low | Anthropic | 0.6% | 2026-11-11 |
| 86 | GPT-6 Luna Max | OpenAI | 0.6% | 2026-11-11 |
| 87 | Claude Opus 4.6 Max | Anthropic | 0.5% | 2026-11-11 |
| 88 | GPT-6 Luna Extra High | OpenAI | 0.5% | 2026-11-11 |
| 89 | GPT-5.6 Terra High | OpenAI | 0.5% | 2026-11-11 |
| 90 | DeepSeek V4.1 Flash High | DeepSeek | 0.5% | 2026-11-11 |
| 91 | DeepSeek V4.1 Flash Non-reasoning | DeepSeek | 0.5% | 2026-11-11 |
| 92 | Claude Haiku 5.5 Max | Anthropic | 0.5% | 2026-11-11 |
| 93 | GPT-5.5 High | OpenAI | 0.4% | 2026-11-11 |
| 94 | Gemini 3.1 Pro Preview | 0.4% | 2026-11-11 | |
| 95 | Muse Spark Open Extra High | Meta | 0.4% | 2026-11-11 |
| 96 | GPT-6 Sol Medium | OpenAI | 0.4% | 2026-11-11 |
| 97 | Claude Sonnet 5.5 Medium | Anthropic | 0.4% | 2026-11-11 |
| 98 | Claude Sonnet 5.5 Low | Anthropic | 0.4% | 2026-11-11 |
| 99 | GPT-6 Luna High | OpenAI | 0.4% | 2026-11-11 |
| 100 | DeepSeek V4.1 Flash Low | DeepSeek | 0.4% | 2026-11-11 |
| 101 | DeepSeek V4.1 Flash Non-reasoning | DeepSeek | 0.3% | 2026-11-11 |
| 102 | GPT-5.6 Sol Low | OpenAI | 0.3% | 2026-11-11 |
| 103 | GPT-6 Luna Medium | OpenAI | 0.3% | 2026-11-11 |
| 104 | Grok 4.5 Medium | xAI | 0.3% | 2026-11-11 |
| 105 | Grok 4.5 High | xAI | 0.3% | 2026-11-11 |
| 106 | GPT-6 Sol Non-reasoning | OpenAI | 0.3% | 2026-11-11 |
| 107 | Grok 4.5 Low | xAI | 0.3% | 2026-11-11 |
| 108 | Grok 4.7 Low | xAI | 0.3% | 2026-11-11 |
| 109 | GPT-6 Luna Low | OpenAI | 0.2% | 2026-11-11 |
| 110 | DeepSeek V4.1 Flash 1017 Max | DeepSeek | 0.2% | 2026-11-11 |
| 111 | GPT-5.4 High | OpenAI | 0.2% | 2026-11-11 |
| 112 | GPT-6 Luna Medium | OpenAI | 0.2% | 2026-11-11 |
| 113 | GPT-5.6 Luna Max | OpenAI | 0.2% | 2026-11-11 |
| 114 | GPT-6 Luna High | OpenAI | 0.2% | 2026-11-11 |
| 115 | GPT-5.6 Luna Low | OpenAI | 0.2% | 2026-11-11 |
| 116 | GPT-5.6 Luna Medium | OpenAI | 0.2% | 2026-11-11 |
| 117 | GPT-6 Luna Extra High | OpenAI | 0.2% | 2026-11-11 |
| 118 | Muse Spark Open Extra High | Meta | 0.1% | 2026-11-11 |
| 119 | GPT-6 Sol Low | OpenAI | 0.1% | 2026-11-11 |
| 120 | GPT-6 Luna Max | OpenAI | 0.1% | 2026-11-11 |
| 121 | GPT-5.6 Luna High | OpenAI | 0.1% | 2026-11-11 |
| 122 | GPT-5.6 Terra Medium | OpenAI | 0.1% | 2026-11-11 |
| 123 | GPT-6 Luna Non-reasoning | OpenAI | 0.1% | 2026-11-11 |
| 124 | GPT-6 Luna Low | OpenAI | 0.0% | 2026-11-11 |
| 125 | GPT-6 Luna Non-reasoning | OpenAI | 0.0% | 2026-11-11 |
| 126 | GPT-5.6 Luna Extra High | OpenAI | 0.0% | 2026-11-11 |
| 127 | GPT-5.6 Terra Low | OpenAI | 0.0% | 2026-11-11 |