/topical_word_embeddings

A demo code for topical word embedding

Primary LanguagePythonMIT LicenseMIT

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

largelymfs@gmail.com

My Homepage: http://largelymfs.com