benchgap
Calibration

Artificial Analysis Intelligence Index → ARC-AGI-2

ARC-AGI-2 is estimated from Artificial Analysis Intelligence Index with a Hill curve fitted on 34 models measured on both: y = 0.0000 + (0.8786 − 0.0000)·x^4.45 / (0.27718^4.45 + x^4.45), R² = 0.67, cross-validated error 14.2 pp. It is used for 94 estimates.

Estimated modelArtificial Analysis Intelligence IndexARC-AGI-2Source
Apodex 1.126.4%39.2%estimated ± 14.2 pp, low confidence
Apodex 1.1 Mini26.4%39.2%estimated ± 14.2 pp, low confidence
Celeris-16.4%0.1%estimated ± 14.2 pp, low confidence
Claude 3 Haiku5.6%0.1%estimated ± 14.2 pp, low confidence
Claude 3 Opus8.7%0.5%estimated ± 14.2 pp, low confidence
Claude 4.1 Opus18.6%12.7%estimated ± 14.2 pp, low confidence
Claude 4.1 Opus Thinking22.9%26.2%estimated ± 14.2 pp, low confidence
Claude 4 Sonnet16.6%8.2%estimated ± 14.2 pp, low confidence
Command A+22.5%24.9%estimated ± 14.2 pp, low confidence
DeepSeek-R113.1%3.1%estimated ± 14.2 pp, low confidence
DeepSeek R1 Distill Qwen 32B8.4%0.4%estimated ± 14.2 pp, low confidence
DeepSeek V3 03249.7%0.8%estimated ± 14.2 pp, low confidence
DeepSeek V3.113.7%3.7%estimated ± 14.2 pp, low confidence
DeepSeek V3.1 (Reasoning)13.5%3.4%estimated ± 14.2 pp, low confidence
DeepSeek V3.216.0%7.1%estimated ± 14.2 pp, low confidence
Exaone 4.0 1.2B5.2%0.1%estimated ± 14.2 pp, low confidence
Exaone 4.0 32B6.3%0.1%estimated ± 14.2 pp, low confidence
Gemini 1.0 Pro5.3%0.1%estimated ± 14.2 pp, low confidence
Gemini 1.5 Pro7.9%0.3%estimated ± 14.2 pp, low confidence
Gemini 2.5 Flash9.9%0.9%estimated ± 14.2 pp, low confidence
Gemini 4 Argon52.6%83.0%estimated ± 14.2 pp, low confidence
Gemma 3 27B4.9%0.0%estimated ± 14.2 pp, low confidence
GLM-4.5-Air11.1%1.5%estimated ± 14.2 pp, low confidence
GLM-5-Turbo26.6%39.9%estimated ± 14.2 pp, low confidence
GLM-5V-Turbo23.5%28.5%estimated ± 14.2 pp, low confidence
GPT-4 Turbo7.0%0.2%estimated ± 14.2 pp, low confidence
GPT-4o8.4%0.4%estimated ± 14.2 pp, low confidence
GPT-4o mini6.7%0.2%estimated ± 14.2 pp, low confidence
GPT-5.1-Codex23.7%29.2%estimated ± 14.2 pp, low confidence
GPT-5.1-Codex-Max23.7%29.2%estimated ± 14.2 pp, low confidence
GPT-5.2-Codex28.5%46.6%estimated ± 14.2 pp, low confidence
GPT-5.3 Codex32.5%58.9%estimated ± 14.2 pp, low confidence
GPT-5 (high)23.0%26.6%estimated ± 14.2 pp, low confidence
GPT-5 (medium)22.9%26.2%estimated ± 14.2 pp, low confidence
GPT-OSS 120B11.6%1.8%estimated ± 14.2 pp, low confidence
GPT-OSS 20B9.0%0.6%estimated ± 14.2 pp, low confidence
Granite-4.0-350M4.8%0.0%estimated ± 14.2 pp, low confidence
Granite-4.0-H-1B5.2%0.1%estimated ± 14.2 pp, low confidence
Granite-4.0-H-350M4.8%0.0%estimated ± 14.2 pp, low confidence
Grok 422.5%24.9%estimated ± 14.2 pp, low confidence
Grok 4.1 Fast11.3%1.6%estimated ± 14.2 pp, low confidence
Grok 4.1 Fast (Reasoning)20.4%17.8%estimated ± 14.2 pp, low confidence
Grok 4.746.5%79.8%estimated ± 14.2 pp, low confidence
Grok 4 Fast (Reasoning)17.9%11.1%estimated ± 14.2 pp, low confidence
Grok Code Fast 114.1%4.1%estimated ± 14.2 pp, low confidence
Hy325.3%35.1%estimated ± 14.2 pp, low confidence
K-Exaone14.4%4.5%estimated ± 14.2 pp, low confidence
Kimi K212.7%2.7%estimated ± 14.2 pp, low confidence
Kimi K2.7 Code25.8%37.0%estimated ± 14.2 pp, low confidence
LFM2.5-2.6B8.4%0.4%estimated ± 14.2 pp, low confidence
LFM2.5-8B-A1B7.2%0.2%estimated ± 14.2 pp, low confidence
LFM2.5-VL-1.6B-Extract4.8%0.0%estimated ± 14.2 pp, low confidence
Ling 3.0 Flash VL24.6%32.4%estimated ± 14.2 pp, low confidence
Ling 3.0 Tiny11.1%1.5%estimated ± 14.2 pp, low confidence
Ling 3.1 Flash41.1%74.9%estimated ± 14.2 pp, low confidence
Llama 3.1 405B7.3%0.2%estimated ± 14.2 pp, low confidence
Llama 4 Maverick10.0%0.9%estimated ± 14.2 pp, low confidence
Llama 4 Scout8.1%0.4%estimated ± 14.2 pp, low confidence
MiMo-V2.6-Flash37.9%70.3%estimated ± 14.2 pp, low confidence
MiMo-V2.6-Pro46.3%79.7%estimated ± 14.2 pp, low confidence
MiMo-V2-Omni23.9%30.0%estimated ± 14.2 pp, low confidence
MiMo-V2-Pro28.6%47.1%estimated ± 14.2 pp, low confidence
Mistral Large 27.6%0.3%estimated ± 14.2 pp, low confidence
Mistral Large 39.3%0.7%estimated ± 14.2 pp, low confidence
Mistral Large 438.4%71.1%estimated ± 14.2 pp, low confidence
Mistral Medium 39.0%0.6%estimated ± 14.2 pp, low confidence
Mistral Small 411.3%1.6%estimated ± 14.2 pp, low confidence
Mistral Small 4 (Reasoning)11.3%1.6%estimated ± 14.2 pp, low confidence
Muse Glimmer 30B17.5%10.0%estimated ± 14.2 pp, low confidence
Muse Spark 1.348.1%80.9%estimated ± 14.2 pp, low confidence
Nemotron 3 Nano 30B8.9%0.6%estimated ± 14.2 pp, low confidence
Nemotron 3 Super 100B12.8%2.8%estimated ± 14.2 pp, low confidence
Nemotron Ultra 253B7.5%0.3%estimated ± 14.2 pp, low confidence
North Mini Code9.9%0.9%estimated ± 14.2 pp, low confidence
Nova Pro7.0%0.2%estimated ± 14.2 pp, low confidence
o1-preview11.4%1.6%estimated ± 14.2 pp, low confidence
o320.2%17.3%estimated ± 14.2 pp, low confidence
o3-pro21.9%22.7%estimated ± 14.2 pp, low confidence
Phi-45.9%0.1%estimated ± 14.2 pp, low confidence
Phi-4 Multimodal Instruct5.8%0.1%estimated ± 14.2 pp, low confidence
Quasar 438B26.7%40.4%estimated ± 14.2 pp, low confidence
Qwen2.5 Coder 32B Instruct6.7%0.2%estimated ± 14.2 pp, low confidence
Qwen3.5 397B (Reasoning)21.4%21.3%estimated ± 14.2 pp, low confidence
Qwen 3.6 Max (preview)28.4%46.2%estimated ± 14.2 pp, low confidence
Qwen3.8 Max Preview45.4%79.1%estimated ± 14.2 pp, low confidence
Qwen3 Max15.6%6.4%estimated ± 14.2 pp, low confidence
Qwen3-Omni-30B-A3B-Instruct6.0%0.1%estimated ± 14.2 pp, low confidence
Qwen3-Omni-30B-A3B-Thinking7.8%0.3%estimated ± 14.2 pp, low confidence
Sarvam 105B8.8%0.5%estimated ± 14.2 pp, low confidence
Sarvam 30B6.6%0.1%estimated ± 14.2 pp, low confidence
Solar Pro 27.0%0.2%estimated ± 14.2 pp, low confidence
Solar Pro 37.8%0.3%estimated ± 14.2 pp, low confidence
Step 3.7 Flash19.5%15.2%estimated ± 14.2 pp, low confidence
Ultravox v0.6 Llama 3.3 70B7.7%0.3%estimated ± 14.2 pp, low confidence