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Dian Jin

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Towards Efficient Reasoning: Learning Causal Shortcuts for Diffusion Language Models

Dian Jin, Kairong Han, Baohong Li وآخرون · 2026

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 …

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