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Tag Recommendation by Word-Level Tag Sequence Modeling

2019-11-30 02:12:31
Xuewen Shi, Heyan Huang, Shuyang Zhao, Ping Jian, Yi-Kun Tang

Abstract

In this paper, we transform tag recommendation into a word-based text generation problem and introduce a sequence-to-sequence model. The model inherits the advantages of LSTM-based encoder for sequential modeling and attention-based decoder with local positional encodings for learning relations globally. Experimental results on Zhihu datasets illustrate the proposed model outperforms other state-of-the-art text classification based methods.

Abstract (translated)

URL

https://arxiv.org/abs/1912.00113

PDF

https://arxiv.org/pdf/1912.00113.pdf


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