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Yong-Qi Zhang

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Sep 2026

Enabling Retriever-LLM Connection Across the Semantic Gap in Retrieval-Augmented Generation

Retrieval-augmented generation (RAG) has attracted significant attention for enhancing large language models (LLMs) in domain-specific and knowledge-intensive tasks by utilizing external documents retrieved by retrievers. However, LLMs often struggle to determine which retrieved documents are relevant and how they rela...

Fu-Da Ye, Shuang-Yin Li, Yong-Qi Zhang et al. · 0 citations
Book Open access Aug 2026

M²DDI: A Unified Framework for Dynamic Multimodal Fusion in Drug-Drug Interaction Prediction

Empirical evaluation and robustness experiments show that M2DDI maintains high predictive accuracy even when modality-specific information is partially missing, outperforming existing methods under similar conditions and establish M2DDI as an effective and mechanism-aware solution for comprehensive DDI prediction.

Runqing Xu, Siyi Liu, Hao-Yang Li et al. · 0 citations
Book Open access Aug 2026

M²DDI: A Unified Framework for Dynamic Multimodal Fusion in Drug-Drug Interaction Prediction

Empirical evaluation and robustness experiments show that M2DDI maintains high predictive accuracy even when modality-specific information is partially missing, outperforming existing methods under similar conditions and establish M2DDI as an effective and mechanism-aware solution for comprehensive DDI prediction.

Runqing Xu, Siyi Liu, Haoyang Li et al. · 0 citations
Book Open access Aug 2026

Don't Just Encode But See: A Data-Centric Paradigm for Visual Molecular Understanding in Large Language Models

MolGlass is proposed, a data-centric paradigm for visual molecular understanding in vision-language models (VLMs) that injects chemical priors directly into the visual input through chemical-aware visual augmentations, without modifying model architectures or training molecule-specific encoders.

Runqing Xu, Xiaotang Wang, Chunfeng Gao et al. · 0 citations

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