2 papers
cs.IR2026
UniFAR: A Unified Facet-Aware Retrieval Framework for Scientific Documents
Zheng Dou, Zhao Zhang, Deqing Wang +2
Existing scientific document retrieval (SDR) methods primarily rely on document-centric representations learned from inter-document relationships for document-document (doc-doc) re…
cs.IR2025
FLeW: Facet-Level and Adaptive Weighted Representation Learning of Scientific Documents
Zheng Dou, Deqing Wang, Fuzhen Zhuang +2
Scientific document representation learning provides powerful embeddings for various tasks, while current methods face challenges across three approaches. 1) Contrastive training w…