Who Should Lead Decoding Now? Tracking Reliable Trajectories for Ensembling Masked Diffusion Language Models

Benchmark Model Rank Results
arithmetic-reasoning-on-gsm8kTIE (LLaDA + Dream; Entropy)–Accuracy: 83.62
code-generation-on-humanevalTIE (DreamCoder + DiffuCoder; Token change count)–Pass@1: 72.56
common-sense-reasoning-on-winograndeTIE (LLaDA + Dream; Top-1 probability)–Accuracy: 73.95
mathematical-reasoning-on-math-500TIE (LLaDA + Dream; Token change count)–Accuracy: 48.6