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cs.CL2026
SOAR: Source-Aware Reinforcement Learning with Precise Credit Assignment for Search Agents
Shengze Huang, Zihao Tang, Jinluan Yang +11
Reinforcement learning (RL) for search agents often suffers from evidence fabrication, a failure mode where agents bypass external information () and fabricate an incorrec…
cs.CL2026
Towards Efficient Reasoning: Learning Causal Shortcuts for Diffusion Language Models
Dian Jin, Kairong Han, Baohong Li +5
Diffusion Language Models (DLMs) have attracted significant attention for their strong reasoning ability. However, under a bidirectional attention mechanism, DLMs operate over an e…