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Author

Wenqi Fan

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Jul 2026

HVM-GraphRAG: Holistic-View Multimodal Graph Retrieval-Augmented Generation on Complex Document

HVM-GraphRAG uses a holistic view to guide graph construction, thereby reducing noisy and conflicting graph updates and building reliable indices between concept-level graph nodes and supporting multimodal chunks and enabling the answering model to better integrate heterogeneous evidence.

Xingbo He, Yi-Li Wang, Wenqi Fan et al. · 1 citation
Open access Nov 2024

MolReFlect: Toward In-Context Fine-Grained Alignments Between Molecules and Texts

MolReFlect is proposed, a novel teacher-student framework, where a teacher LLM first generates and refines mappings between caption phrases and SMILES substructures and then explicitly teaches these detailed alignments to a student LLM, enabling LLMs to significantly outperform previous baselines.

Jiatong Li, Yunqing Liu, Wei Liu et al. · 13 citations

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