The paper introduces UES and NPE, a framework that treats unlabeled-entity and noisy-entity problems separately in distantly supervised NER, and reports average F1 gains over prior baselines.
Bond: Bert-assisted open-domain named entity recognition with distant supervision,
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Towards DS-NER: Unveiling and Addressing Latent Noise in Distant Annotations
The paper introduces UES and NPE, a framework that treats unlabeled-entity and noisy-entity problems separately in distantly supervised NER, and reports average F1 gains over prior baselines.