Mathematical Reasoning on DM-Math
52.3Pass@1LaDiR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LaDiRBackbone=LLAMA 3.1 8B2025.10 | 52.3 | 54.2 | |
| Soft ThinkBackbone=LLAMA 3.1 8B2025.10 | 49.1 | 51.7 | |
| SFTBackbone=LLAMA 3.1 8B, Decoding temperature (alpha)=0.12025.10 | 48.4 | 49.3 | |
| TaH+Backbone=LLAMA 3.1 8B2025.10 | 48.2 | 51.8 | |
| SFTBackbone=LLAMA 3.1 8B, Decoding temperature (alpha)=0.72025.10 | 47.5 | 51.6 | |
| SFTBackbone=LLAMA 3.1 8B, Decoding temperature (alpha)=12025.10 | 46.6 | 53.1 | |
| SFTBackbone=LLAMA 3.1 8B, Decoding temperature (alpha)=1.22025.10 | 45.5 | 54.6 | |
| Discrete LatentBackbone=LLAMA 3.1 8B2025.10 | 44.7 | 49.5 | |
| CoT SFTBackbone=LLADA 8B2025.10 | 43.7 | 50.7 | |
| CODIBackbone=LLAMA 3.1 8B2025.10 | 38.8 | 44.9 | |
| CoconutBackbone=LLAMA 3.1 8B2025.10 | 33.5 | 36.9 | |
| LaDiR –w/o Stage 2Backbone=LLAMA 3.1 8B, Training Stage=without Stage 22025.10 | 32 | 36.9 | |
| iCoTBackbone=LLAMA 3.1 8B2025.10 | 30.6 | 33 | |
| Base ModelBackbone=LLADA 8B2025.10 | 29.8 | 36.2 | |
| Pause TokenBackbone=LLAMA 3.1 8B2025.10 | 26.7 | 30.8 | |
| LD4LGBackbone=LLAMA 3.1 8B2025.10 | 24.5 | 29.6 | |
| PLANNERBackbone=LLAMA 3.1 8B2025.10 | 19.9 | 27.6 | |
| Sol-Only SFTBackbone=LLAMA 3.1 8B2025.10 | 18.2 | 23.3 |