General Reasoning on ARC-C
98AccuracyMAE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MAEModel=Llama-3.2-3B-Instruct2026.05 | 98 | — | — | |
| COSEModel=Qwen3-4B2026.05 | 97.4 | — | — | |
| COSEModel=Qwen3-0.6B2026.05 | 97 | — | — | |
| BaseModel=Qwen3-4B2026.05 | 97 | — | — | |
| MAEModel=Qwen3-4B2026.05 | 96.9 | — | — | |
| COSEModel=Llama-3.2-3B-Instruct2026.05 | 96.8 | — | — | |
| AZRModel=Qwen3-4B2026.05 | 96.8 | — | — | |
| R-ZeroModel=Qwen3-4B2026.05 | 96.7 | — | — | |
| Full-step decodingModel=Dream-7B-Instruct, Decoding Strategy=Full-step, Evaluation Setting=Zero-shot2025.08 | 88.1 | — | — | |
| ProphetModel=Dream-7B-Instruct, Decoding Strategy=Prophet, Evaluation Setting=Zero-shot2025.08 | 87.9 | -0.2 | 2.61 | |
| MAEModel=Qwen2.5-3B-Instruct2026.05 | 84.2 | — | — | |
| Prefix-RFTBase Model=Qwen2.5-Math-7B2025.07 | 84 | — | — | |
| ProphetModel=LLaDA-8B-Instruct, Decoding Strategy=Prophet, Evaluation Setting=Zero-shot2025.08 | 83.5 | 0.3 | 1.88 | |
| UFTBase Model=Qwen2.5-Math-7B2025.07 | 83.4 | — | — | |
| Full-step decodingModel=LLaDA-8B-Instruct, Decoding Strategy=Full-step, Evaluation Setting=Zero-shot2025.08 | 83.2 | — | — | |
| COSEModel=Qwen2.5-3B-Instruct2026.05 | 83 | — | — | |
| AZRModel=Qwen2.5-3B-Instruct2026.05 | 82.8 | — | — | |
| RFTBase Model=Qwen2.5-Math-7B2025.07 | 82.3 | — | — | |
| R-ZeroModel=Qwen2.5-3B-Instruct2026.05 | 81.9 | — | — | |
| BaseModel=Qwen2.5-3B-Instruct2026.05 | 80.6 | — | — | |
| LUFFYBase Model=Qwen2.5-Math-7B2025.07 | 80.5 | — | — | |
| ReLIFTBase Model=Qwen2.5-Math-7B2025.07 | 76.2 | — | — | |
| SFTBase Model=Qwen2.5-Math-7B2025.07 | 75.2 | — | — | |
| AZRModel=Llama-3.2-3B-Instruct2026.05 | 73.4 | — | — | |
| R-ZeroModel=Llama-3.2-3B-Instruct2026.05 | 73.2 | — | — | |
| SFT+RFTBase Model=Qwen2.5-Math-7B2025.07 | 72.4 | — | — | |
| MAEModel=Qwen3-0.6B2026.05 | 72.3 | — | — | |
| R-ZeroModel=Qwen3-0.6B2026.05 | 71.4 | — | — | |
| RL w/ SFT LossBase Model=Qwen2.5-Math-7B2025.07 | 71.2 | — | — | |
| Oat-ZeroBase Model=Qwen2.5-Math-7B2025.07 | 70.1 | — | — | |
| AZRModel=Qwen3-0.6B2026.05 | 69.8 | — | — | |
| BaseModel=Qwen3-0.6B2026.05 | 68 | — | — | |
| BaseModel=Llama-3.2-3B-Instruct2026.05 | 67 | — | — | |
| SimpleRL-ZeroBase Model=Qwen2.5-Math-7B2025.07 | 30.2 | — | — | |
| Qwen2.5-Math-7B2025.07 | 18.2 | — | — |