Logic Reasoning on K&K Logic Puzzles In-domain
98Accuracy (Level 3)o3-mini-high
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| o3-mini-high2025.06 | 98 | 97 | 95 | 94 | 89 | 95 | |
| MeRFBackbone=Qwen2.5-14B-Instruct2025.06 | 95 | 92 | 84 | 78 | 66 | 83 | |
| MeRFBackbone=DeepSeek-R1-Distill-Llama-8B2025.06 | 95 | 94 | 92 | 87 | 71 | 88 | |
| RLVRBackbone=DeepSeek-R1-Distill-Llama-8B2025.06 | 92 | 89 | 84 | 79 | 64 | 82 | |
| RLVRBackbone=Qwen2.5-14B-Instruct2025.06 | 90 | 82 | 78 | 70 | 55 | 75 | |
| MeRFBackbone=Qwen2.5-7B-Instruct2025.06 | 78 | 73 | 68 | 62 | 42 | 65 | |
| Deepseek-R12025.06 | 73 | 77 | 78 | 75 | 88 | 78 | |
| RLVRBackbone=Qwen2.5-7B-Instruct2025.06 | 68 | 67 | 57 | 43 | 22 | 51 | |
| MeRFBackbone=Qwen2.5-7B-Instruct-1M2025.06 | 68 | 62 | 48 | 42 | 20 | 48 | |
| GPT-4o2025.06 | 57 | 49 | 32 | 23 | 21 | 36 | |
| MeRFBackbone=Qwen2.5-7B-Base2025.06 | 54 | 53 | 45 | 36 | 16 | 41 | |
| RLVRBackbone=Qwen2.5-7B-Instruct-1M2025.06 | 52 | 44 | 36 | 18 | 12 | 32 | |
| o1-2024-12-172025.06 | 51 | 38 | 38 | 35 | 30 | 38 | |
| RLVRBackbone=Qwen2.5-7B-Base2025.06 | 48 | 53 | 30 | 21 | 16 | 34 | |
| Qwen2.5-14B-Instruct2025.06 | 46 | 31 | 20 | 9 | 11 | 23 | |
| GPT-4o-mini2025.06 | 42 | 34 | 17 | 9 | 10 | 22 | |
| Qwen2.5-7B-Instruct-1M2025.06 | 40 | 25 | 11 | 6 | 2 | 17 | |
| Qwen2.5-7B-Base2025.06 | 34 | 16 | 9 | 0 | 0 | 12 | |
| DeepSeek-R1-Distill-Llama-8B2025.06 | 26 | 22 | 14 | 6 | 5 | 15 | |
| MeRFBackbone=DeepSeek-R1-Distill-Qwen-1.5B2025.06 | 25 | 20 | 12 | 8 | 4 | 14 | |
| Qwen2.5-7B-Instruct2025.06 | 24 | 10 | 6 | 4 | 4 | 10 | |
| Deepseek-Math-7B2025.06 | 21 | 8 | 6 | 2 | 0 | 7 | |
| RLVRBackbone=DeepSeek-R1-Distill-Qwen-1.5B2025.06 | 20 | 16 | 16 | 10 | 4 | 13 | |
| NuminaMath-7B-CoT2025.06 | 13 | 12 | 5 | 1 | 0 | 6 | |
| DeepSeek-R1-Distill-Qwen-1.5B2025.06 | 8 | 1 | 0 | 0 | 0 | 2 |