3 papers
cs.CL2026
PiPMRE: A Pipeline Based on Language Model for Medical Relation Extraction
Jiaxin Duan, Fengyu Lu, Junfei Liu
Medical relation extraction (MRE) is commonly known for extracting entities and their relations jointly from a medical text, which has attracted considerable attention in recent ye…
cs.LG2026
When Hard Negatives Hurt: Bridging the Generative-Discriminative Gap in Hard Negative Synthesis for Retrieval
Zhicheng Zhang, Jiwei Tang, Kuicai Dong +9
Hard negative mining has become the dominant strategy for training retrievers, yet it faces intrinsic limitations: negatives are bounded by corpus availability, selected by retriev…
cs.CL2025
CPTuning: Contrastive Prompt Tuning for Generative Relation Extraction
Jiaxin Duan, Fengyu Lu, Junfei Liu
Generative relation extraction (RE) commonly involves first reformulating RE as a linguistic modeling problem easily tackled with pre-trained language models (PLM) and then fine-tu…