基于多标签分类的科技文献学科交叉研究性质识别*

王卫军,宁致远,杜一,周园春

Identifying Interdisciplinary Sci-Tech Literature Based on Multi-Label Classification

Wang Weijun,Ning Zhiyuan,Du Yi,Zhou Yuanchun

表1 不同模型性能对比

Table 1 Performance of Different Models

Encoder模型 Micro-F1 Macro-F1 FastText 0.781 8 0.535 1 TextCNN 0.778 2 0.524 6 TextRNN 0.714 7 0.300 4 TextRCNN 0.780 2 0.587 9 TextDPCNN 0.769 0 0.590 5 TextCRNN 0.757 3 0.485 8 HAN 0.738 9 0.487 5 BERT 0.791 8 0.597 6