Mathematical Reasoning on MATH500 (Accuracy and Resource Usage)
12Memory Usage RatioESC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ESCBackbone model=Qwen3-4B2026.01 | 12 | 88 | 92.11 | |
| ESCBackbone model=Deepseek-R1-Distill-Qwen-7B2026.01 | 15 | 84 | 94.02 | |
| DSCBackbone model=Qwen3-4B2026.01 | 16 | 135 | 91.17 | |
| T2Backbone model=Qwen2.5-7B2026.01 | 18 | 48 | 78.68 | |
| ACBackbone model=Llama3.1-8B2026.01 | 18 | 171 | 57.9 | |
| ACBackbone model=Qwen3-4B2026.01 | 18 | 156 | 92.17 | |
| T2Backbone model=Deepseek-R1-Distill-Qwen-7B2026.01 | 19 | 37 | 94.32 | |
| T2Backbone model=Qwen3-4B2026.01 | 20 | 45 | 91.96 | |
| T2Backbone model=Llama3.1-8B2026.01 | 23 | 41 | 58.46 | |
| ACBackbone model=Qwen2.5-7B2026.01 | 24 | 149 | 78.26 | |
| DSCBackbone model=Llama3.1-8B2026.01 | 28 | 175 | 57.38 | |
| ACBackbone model=Deepseek-R1-Distill-Qwen-7B2026.01 | 28 | 189 | 93.7 | |
| DeepConfBackbone model=Qwen3-4B2026.01 | 29 | 277 | 91.87 | |
| ESCBackbone model=Llama3.1-8B2026.01 | 34 | 140 | 58.65 | |
| DSCBackbone model=Qwen2.5-7B2026.01 | 44 | 143 | 78.33 | |
| DeepConfBackbone model=Llama3.1-8B2026.01 | 44 | 237 | 58.12 | |
| DeepConfBackbone model=Qwen2.5-7B2026.01 | 45 | 345 | 78.82 | |
| DSCBackbone model=Deepseek-R1-Distill-Qwen-7B2026.01 | 45 | 213 | 91.04 | |
| ESCBackbone model=Qwen2.5-7B2026.01 | 52 | 277 | 78.58 | |
| DeepConfBackbone model=Deepseek-R1-Distill-Qwen-7B2026.01 | 53 | 386 | 93.45 | |
| Std-PT.Backbone model=Qwen2.5-7B2026.01 | 100 | 100 | 79.37 | |
| Std-PT.Backbone model=Llama3.1-8B2026.01 | 100 | 100 | 58.89 | |
| Std-PT.Backbone model=Deepseek-R1-Distill-Qwen-7B2026.01 | 100 | 100 | 94.24 | |
| Std-PT.Backbone model=Qwen3-4B2026.01 | 100 | 100 | 92.52 |