207 citations
- Jilin UniversityCN40 papers
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cs.CL2026
TRACE: Discovering Task-Specific Parameter via Adaptation-Aware Probing for Continual Fine-Tuning
Xiaosong Han, Ke Chen, Xindi Dai +7
In real-world deployment, LLMs are often adapted continually across tasks to keep LLMs up-to-date in production, where new fine-tuning should preserve previously learned skills. Ho…
cs.CL2022★ 2 cited
End-to-End Entity Detection with Proposer and Regressor
Xueru Wen, Changjiang Zhou, Haotian Tang +3
Named entity recognition is a traditional task in natural language processing. In particular, nested entity recognition receives extensive attention for the widespread existence of…
cs.CL2021★ 14 cited
Distantly Supervised Relation Extraction via Recursive Hierarchy-Interactive Attention and Entity-Order Perception
Ridong Han, Tao Peng, Jiayu Han +2
Wrong-labeling problem and long-tail relations severely affect the performance of distantly supervised relation extraction task. Many studies mitigate the effect of wrong-labeling…