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Mathematical Reasoning on GSM-Symbolic (Accuracy, Constraint Satisfaction Rate)

49.6AccuracyLLaDA-8B
13.61622.95832.341.642Jul 8, 2026

Evaluation results

MethodLinks
LLaDA-8BDecoding Strategy=Greedy, Constraint Setting=Base2026.0749.681.5
LLaDA-8BDecoding Strategy=Greedy, Constraint Setting=Ours2026.0749.2—
LLaDA-8BDecoding Strategy=Sampling, Constraint Setting=Ours2026.0749.2—
LLaDA-8BDecoding Strategy=Sampling, Constraint Setting=Base2026.0746.980.1
Dream-7BDecoding Strategy=Greedy, Constraint Setting=Ours2026.0740.2—
Dream-7BDecoding Strategy=Greedy, Constraint Setting=Base2026.0739.980.2
Dream-7BDecoding Strategy=Sampling, Constraint Setting=Ours2026.0738—
Dream-7BDecoding Strategy=Sampling, Constraint Setting=Base2026.071554.6