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cs.CL2024
Entangled Relations: Leveraging NLI and Meta-analysis to Enhance Biomedical Relation Extraction
William Hogan, Jingbo Shang
Recent research efforts have explored the potential of leveraging natural language inference (NLI) techniques to enhance relation extraction (RE). In this vein, we introduce MetaEn…
cs.CL2024
READ: Improving Relation Extraction from an ADversarial Perspective
Dawei Li, William Hogan, Jingbo Shang
Recent works in relation extraction (RE) have achieved promising benchmark accuracy; however, our adversarial attack experiments show that these works excessively rely on entities,…
cs.CL2023★ 1 cited
DAIL: Data Augmentation for In-Context Learning via Self-Paraphrase
Dawei Li, Yaxuan Li, Dheeraj Mekala +5
In-Context Learning (ICL) combined with pre-trained large language models has achieved promising results on various NLP tasks. However, ICL requires high-quality annotated demonstr…