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Xin-Peng Dong

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#natural language process... Preprint Sep 2026

Towards Efficient Reasoning: Learning Causal Shortcuts for Diffusion Language Models

Diffusion Language Models (DLMs) have attracted significant attention for their strong reasoning ability. However, under a bidirectional attention mechanism, DLMs operate over an exponentially large exploration space compared to autoregressive models (ARMs), making it challenging to focus on reasoning-guiding tokens un...

Dian Jin, Kai-Rong Han, Bao-Hong Li et al. · 0 citations

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