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1
TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing ...
Gui, Tao; Wang, Xiao; Zhang, Qi. - : arXiv, 2021
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2
K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters ...
Wang, Ruize; Tang, Duyu; Duan, Nan. - : arXiv, 2020
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3
FLAT: Chinese NER Using Flat-Lattice Transformer ...
Li, Xiaonan; Yan, Hang; Qiu, Xipeng. - : arXiv, 2020
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4
GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge ...
Huang, Luyao; Sun, Chi; Qiu, Xipeng. - : arXiv, 2019
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5
Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning ...
Peng, Minlong; Xing, Xiaoyu; Zhang, Qi. - : arXiv, 2019
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6
Simplify the Usage of Lexicon in Chinese NER ...
Abstract: Recently, many works have tried to augment the performance of Chinese named entity recognition (NER) using word lexicons. As a representative, Lattice-LSTM (Zhang and Yang, 2018) has achieved new benchmark results on several public Chinese NER datasets. However, Lattice-LSTM has a complex model architecture. This limits its application in many industrial areas where real-time NER responses are needed. In this work, we propose a simple but effective method for incorporating the word lexicon into the character representations. This method avoids designing a complicated sequence modeling architecture, and for any neural NER model, it requires only subtle adjustment of the character representation layer to introduce the lexicon information. Experimental studies on four benchmark Chinese NER datasets show that our method achieves an inference speed up to 6.15 times faster than those of state-ofthe-art methods, along with a better performance. The experimental results also show that the proposed method can be ... : ACL 2020 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.1908.05969
https://arxiv.org/abs/1908.05969
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7
Chinese Named Entity Recognition Augmented with Lexicon Memory ...
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8
Adversarial Multi-Criteria Learning for Chinese Word Segmentation ...
Chen, Xinchi; Shi, Zhan; Qiu, Xipeng. - : arXiv, 2017
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