Author

Jingchi Jiang

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#artificial intelligence Preprint Oct 2026

CoLink: Global Compression and Knowledge Linking for Multi-Turn Dialogue Modeling

Extracting salient information from long-horizon dialogue histories remains a significant challenge for Large Language Models (LLMs) due to the restricted context windows and efficient retrieval challenges. Current methods typically rely on history organization or local token-level optimization, suffering from informat...

Lian Yan, Zhen-Bo Xia, Hao-Tian Wang et al. · 0 citations

Preprint Aug 2026

MedCalc-R1: Knowledge-Guided Reward Framework for Medical Mathematical Reasoning

Experimental results demonstrate that the proposed knowledge-guided hybrid reward framework significantly outperforms existing baselines in both reasoning accuracy and generalization capability, validating the effectiveness and applicability in safety-critical domains.

Hao-Tian Wang, Lian Yan, Xingzhi Yao et al. · 2 citations