一作ICLR 2026Poster· Deep Learning / Attention Mechanisms
A State-Transition Framework for Efficient LLM Reasoning
Liang Zhang · Yu Zhao · Longyue Wang · Tianqi Shi · Weihua Luo · Kaifu Zhang · Jinsong Su
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Liang Zhang · Yu Zhao · Longyue Wang · Tianqi Shi · Weihua Luo · Kaifu Zhang · Jinsong Su
Guoqi Ma · Liang Zhang · Hongyao Tu · Hao Fu · Hui Li · Yujie Lin · Longyue Wang · Weihua Luo · Jinsong Su
Cross-document relation extraction (RE) aims to identify relations between the head and tail entities located in different documents. Existing approaches typically adopt the paradigm of “ Small Language Model (SLM) + Classifier ”. However, the limited language understanding ability of SLMs hinder...