Noisy-Labeled NER with Confidence Estimation

Recent studies in deep learning have shown significant progress in named entity recognition (NER). Most existing works assume clean data annotation, yet a fundamental challenge in real-world scenarios is the large amount of noise from a variety of sources (e.g., pseudo, weak, or distant annotations)...

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Hauptverfasser: Liu, Kun, Fu, Yao, Tan, Chuanqi, Chen, Mosha, Zhang, Ningyu, Huang, Songfang, Gao, Sheng
Format: Artikel
Sprache:eng
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