Awesome

topical_word_embeddings

This is the implement for a paper accepted by AAAI2015.

hope to be helpful for your research in NLP and IR.

If you use the code, please cite this paper:

Yang Liu, Zhiyuan Liu, Tat-Seng Chua, Maosong Sun. Topical Word Embeddings. The 29th AAAI Conference on Artificial Intelligence (AAAI'15).

There are some mistakes in our Text Classification F-measue, the accurate result are list here:

Model	Accuracy	Precison	Recal	F-measure
BOW	79.7	79.5	79.0	79.2
LDA	72.2	70.8	70.7	70.7
Skip-Gram	75.4	75.1	74.7	74.9
PV-DM	72.4	72.1	71.5	71.8
PV-DBOW	75.4	74.9	74.3	74.6
TWE-1	81.5	81.2	80.6	80.9
TWE-2	79.0	78.6	77.9	78.2
TWE-3	77.4	77.2	76.2	76.7

By Largelymfs