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cs.CL2022★ 4 cited
An Overview of Distant Supervision for Relation Extraction with a Focus on Denoising and Pre-training Methods
William Hogan
Relation Extraction (RE) is a foundational task of natural language processing. RE seeks to transform raw, unstructured text into structured knowledge by identifying relational inf…
cs.CL2022★ 1 cited
Fine-grained Contrastive Learning for Relation Extraction
William Hogan, Jiacheng Li, Jingbo Shang
Recent relation extraction (RE) works have shown encouraging improvements by conducting contrastive learning on silver labels generated by distant supervision before fine-tuning on…