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paragraph2vec工作受质疑

时间:2015-05-11 20:07:51      阅读:171      评论:0      收藏:0      [点我收藏+]

标签:工作

       Quoc V. Le ICML2014的工作《Distributed Representations of Sentences and Documents》一直饱受争议,很多学者都宣称其工作无法重现。

       ICLR2015文章《ENSEMBLE OF GENERATIVE ANDDISCRIMINATIVETECHNIQUES FORSENTIMENTANALYSIS OFMOVIEREVIEWS》在文章中直接对该工作进行了评价:

In our experiments, to match the results from (Le & Mikolov, 2014), we followed the suggestion by QuocLe to use hierarchical softmax instead of negative sampling. However, this produces the 92.6% accuracy resultonly when the training and test data are not shuffled. Thus, we consider this result to be invalid.


《ENSEMBLE OF GENERATIVE ANDDISCRIMINATIVETECHNIQUES FORSENTIMENTANALYSIS OFMOVIEREVIEWS》文章地址:http://arxiv.org/pdf/1412.5335v6.pdf


paragraph2vec工作受质疑

标签:工作

原文地址:http://blog.csdn.net/wangxinginnlp/article/details/45647797

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