Qiuyue Wang


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ScholarGraph:a Chinese Knowledge Graph of Chinese Scholars
Shuo Wang | Zehui Hao | Xiaofeng Meng | Qiuyue Wang
Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018)

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Bacteria and Biotope Entity Recognition Using A Dictionary-Enhanced Neural Network Model
Qiuyue Wang | Xiaofeng Meng
Proceedings of the BioNLP 2018 workshop

Automatic recognition of biomedical entities in text is the crucial initial step in biomedical text mining. In this pa-per, we investigate employing modern neural network models for recognizing biomedical entities. To compensate for the small amount of training data in biomedical domain, we propose to integrate dictionaries into the neural model. Our experiments on BB3 data sets demonstrate that state-of-the-art neural network model is promising in recognizing biomedical entities even with very little training data. When integrated with dictionaries, its performance could be greatly improved, achieving the competitive performance compared with the best dictionary-based system on the entities with specific terminology, and much higher performance on the entities with more general terminology.