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20232026
most citedMedical Text Simplification: Optimizing for Readability with Unlikelihood Training and Reranked Beam Search Decoding

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cs.CL2026

References Improve LLM Alignment in Non-Verifiable Domains

Kejian Shi, Yixin Liu, Peifeng Wang +3

While Reinforcement Learning with Verifiable Rewards (RLVR) has shown strong effectiveness in reasoning tasks, it cannot be directly applied to non-verifiable domains lacking groun…

cs.CL2026

PACE: Prefix-Protected and Difficulty-Aware Compression for Efficient Reasoning

Ruixiang Feng, Yuntao Wen, Silin Zhou +14

Language Reasoning Models (LRMs) achieve strong performance by scaling test-time computation but often suffer from ``overthinking'', producing excessively long reasoning traces tha…