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ResearchFormerly WizWand

Reasoning and Planning on Reasoning and Planning Suite (GSM8K, MATH500, HumanEval, MBPP, Sudoku, Countdown)

62AccuracyInfo-Gain Sampler
19.46430.50741.5552.593Feb 20, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Info-Gain SamplerK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.026248.6
PC-SamplerK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0259.178.4
ConfidenceK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0255.999.5
EntropyK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0254.495.6
MarginK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0253.6107.3
Info-Gain SamplerK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0253.4104.3
KLASSK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0252.499.6
PC-SamplerK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0249.8158.3
KLASSK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0246.2239.3
ConfidenceK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0243.5249.2
MarginK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0241.7287.5
EntropyK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0238.6247.8
UniformK=1, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0227.2199.3
UniformK=2, Backbone=Dream-7B, Block Size=16, Decoding Strategy=Global, Attention Type=full-attention2026.0221.1389.2