Math Reasoning on MATH500 (Acc, Steps)
43.2AccuracyKLASS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KLASSParallel=Yes, Backbone=Dream 7B Instruct2025.11 | 43.2 | 149.72 | |
| ConfidenceParallel=Yes, Backbone=Dream 7B Instruct2025.11 | 41.8 | 95.1 | |
| KL divergenceParallel=Yes, Backbone=Dream 7B Instruct2025.11 | 41.27 | 162.49 | |
| Top-1Parallel=No, Backbone=Dream 7B Instruct2025.11 | 37.97 | 256 | |
| KLASSParallel=Yes, Backbone=LLaDA 8B Instruct2025.11 | 33.8 | 128.62 | |
| Top-2Parallel=Yes, Backbone=Dream 7B Instruct2025.11 | 33.6 | 128 | |
| KL divergenceParallel=Yes, Backbone=LLaDA 8B Instruct2025.11 | 32.6 | 172.21 | |
| ConfidenceParallel=Yes, Backbone=LLaDA 8B Instruct2025.11 | 31.6 | 96.46 | |
| Top-1Parallel=No, Backbone=LLaDA 8B Instruct2025.11 | 31.4 | 256 | |
| Top-2Parallel=Yes, Backbone=LLaDA 8B Instruct2025.11 | 29.6 | 128 | |
| RandomParallel=No, Backbone=LLaDA 8B Instruct2025.11 | 26.2 | 256 | |
| RandomParallel=No, Backbone=Dream 7B Instruct2025.11 | 18.73 | 256 |