AINeutralarXiv – CS AI · 3h ago6/10
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Can I Have Your Order? Monte-Carlo Tree Search for Slot Filling Ordering in Diffusion Language Models
Researchers introduce McDiffuSE, an MCTS-based framework that optimizes slot-filling order in Masked Diffusion Models to improve performance on mathematical and code reasoning tasks. The approach achieves 3.2% improvement over autoregressive baselines and up to 19.5% gains on specific benchmarks by strategically exploring generation orderings rather than following sequential patterns.