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cs.CL2026
Is This Evidence Decision-Critical? Learning to Verify Rule-Governed Decisions
Haoyang Zhang, Jianpeng Zhao, Qi Hao +1
Rule-based reasoning, as in eligibility checks and contract reviews, requires language models to assess evidence against individual conditions and combine their judgments under exp…
cs.CL2025
SC: Speculative Sampling with Syntactic and Semantic Coherence for Efficient Inference of Large Language Models
Tao He, Guang Huang, Yu Yang +5
Large language models (LLMs) exhibit remarkable reasoning capabilities across diverse downstream tasks. However, their autoregressive nature leads to substantial inference latency,…