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ResearchFormerly WizWand

Mathematical Reasoning on GSM8K (Accuracy & TPS)

81.96AccuracyDSB Cache (greedy)
66.734470.687274.6478.5928Feb 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DSB Cache (greedy)Backbone=LLaDA-1.5, Decode=Confidence, Cache=DSB, Block=DSB (greedy)2026.0281.9695.54
DSB Cache (const.)Backbone=LLaDA-1.5, Decode=Confidence, Cache=DSB, Block=DSB (const.)2026.0281.7393.99
DSB (const.)Backbone=LLaDA-1.5, Decode=Confidence, Cache=None, Block=DSB (const.)2026.0281.248.6
Dual NaiveBackbone=LLaDA-1.5, Decode=Confidence, Cache=Dual, Block=Naive2026.0280.8286.42
DSB (greedy)Backbone=LLaDA-1.5, Decode=Confidence, Cache=None, Block=DSB (greedy)2026.0280.7449.63
VanillaBackbone=LLaDA-1.5, Decode=Vanilla, Cache=None, Block=Naive2026.0280.5214.05
DSB Cache (greedy)Backbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=DSB, Block=DSB (greedy)2026.0280.2999.61
DSB Cache (const.)Backbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=DSB, Block=DSB (const.)2026.0280.1498.1
Confidence + NaiveBackbone=LLaDA-1.5, Decode=Confidence, Cache=None, Block=Naive2026.0280.1449.63
DSB (greedy)Backbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=None, Block=DSB (greedy)2026.0278.5451.03
DSB (const.)Backbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=None, Block=DSB (const.)2026.0278.1750.36
VanillaBackbone=LLaDA-8B-Instruct, Decode=Vanilla, Cache=None, Block=Naive2026.0277.7914.94
Dual NaiveBackbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=Dual, Block=Naive2026.0277.492.26
Confidence + NaiveBackbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=None, Block=Naive2026.0277.2648.7
VanillaBackbone=Dream-v0-Instruct-7B, Decode=Vanilla, Cache=None, Block=Naive2026.0277.0311.38
Confidence + NaiveBackbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=None, Block=Naive2026.0275.5145.79
VanillaBackbone=Dream-v0-Base-7B, Decode=Vanilla, Cache=None, Block=Naive2026.0275.0621.09
DSB (greedy)Backbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=None, Block=DSB (greedy)2026.0275.0638.52
DSB (const.)Backbone=Dream-v0-Base-7B, Decode=Confidence, Cache=None, Block=DSB (const.)2026.0274.8334.16
DSB (greedy)Backbone=Dream-v0-Base-7B, Decode=Confidence, Cache=None, Block=DSB (greedy)2026.0274.7534.7
Confidence + NaiveBackbone=Dream-v0-Base-7B, Decode=Confidence, Cache=None, Block=Naive2026.0274.337
DSB Cache (const.)Backbone=Dream-v0-Base-7B, Decode=Confidence, Cache=DSB, Block=DSB (const.)2026.0274.2268.71
DSB (const.)Backbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=None, Block=DSB (const.)2026.0274.2245.22
Dual NaiveBackbone=Dream-v0-Base-7B, Decode=Confidence, Cache=Dual, Block=Naive2026.0273.3168.04
DSB Cache (greedy)Backbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=DSB, Block=DSB (greedy)2026.0273.0875.27
DSB Cache (greedy)Backbone=Dream-v0-Base-7B, Decode=Confidence, Cache=DSB, Block=DSB (greedy)2026.0272.4868.09
DSB Cache (const.)Backbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=DSB, Block=DSB (const.)2026.0271.2773.03
Dual NaiveBackbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=Dual, Block=Naive2026.0267.3272.18