Author

Quan Z. Sheng

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Jul 2026

Seeing and Reflecting: Multimodal Memory-Enhanced Agent Collaboration for Recommendation

MMEACR introduces a dual-track memory architecture that separates interpretable agent reasoning from fine-grained multimodal matching, and achieves strong overall performance against competitive LLM-based and agent-based baselines.

Hao Cong, Huizu Lin, Zihan Wang et al. · arXiv.org · 2 citations

#natural language process... Preprint Aug 2026

KREL: Automatic Medical Coding via Knowledge-Guided Reasoning over Clinical Evidence with LLMs

This work proposes Knowledge-Guided Reasoning over Clinical Evidence with LLMs (KREL), a framework that leverages LLMs for clinical text understanding and reasoning while integrating external ICD coding guidelines as structured knowledge, and enables tight coupling between domain knowledge and LLM reasoning.

Xubin Chen, Yi-Peng Zhou, Wenxin Sun et al. · 0 citations