Reasoning and Planning on Reasoning and Planning Suite (GSM8K, MATH500, HumanEval, MBPP, Sudoku, Countdown)
62AccuracyInfo-Gain Sampler
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Info-Gain SamplerK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 62 | 48.6 | |
| PC-SamplerK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 59.1 | 78.4 | |
| ConfidenceK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 55.9 | 99.5 | |
| EntropyK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 54.4 | 95.6 | |
| MarginK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 53.6 | 107.3 | |
| Info-Gain SamplerK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 53.4 | 104.3 | |
| KLASSK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 52.4 | 99.6 | |
| PC-SamplerK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 49.8 | 158.3 | |
| KLASSK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 46.2 | 239.3 | |
| ConfidenceK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 43.5 | 249.2 | |
| MarginK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 41.7 | 287.5 | |
| EntropyK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 38.6 | 247.8 | |
| UniformK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 27.2 | 199.3 | |
| UniformK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.02 | 21.1 | 389.2 |