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sensecnn's Introduction

sensecnn

Integrating word senses into downstream NLP applications

This page provides the code and datasets of the ACL 2017 paper: Towards a Seamless Integration of Word Senses into Downstream NLP Applications

Instructions

The followings are commands to get started:

python topic_categorization/__main__.py bbc word 5
python topic_categorization/__main__.py bbc supersense_wn 5
python topic_categorization/__main__.py bbc wn 5
python topic_categorization/__main__.py bbc supersense_bn 5
python topic_categorization/__main__.py bbc bn 5

python topic_categorization/__main__.py ohsumed word 23 --vocabsize 40000
python topic_categorization/__main__.py ohsumed supersense_wn 23 --vocabsize 40000
python topic_categorization/__main__.py ohsumed wn 23 --vocabsize 40000
python topic_categorization/__main__.py ohsumed supersense_bn 23 --vocabsize 40000
python topic_categorization/__main__.py ohsumed bn 23 --vocabsize 40000

python sentiment_analysis/__main__.exp.py PL04 word
python sentiment_analysis/__main__.exp.py PL04 wn
python sentiment_analysis/__main__.exp.py PL04 supersense_wn
python sentiment_analysis/__main__.exp.py PL04 bn
python sentiment_analysis/__main__.exp.py PL04 supersense_bn

Datasets (compiled)

Polarity detection:

Topic categorization

Embeddings

Please note that these embeddings live in the same semantic space of Word2vec trained on the Google News dataset.

Mapping files

More information

  • Please read the paper for more information.

Citation:

@InProceedings{pilehvar-EtAl:2017:Long,
  author    = {Pilehvar, Mohammad Taher  and  Camacho-Collados, Jose  and  Navigli, Roberto  and  Collier, Nigel},
  title     = {Towards a Seamless Integration of Word Senses into Downstream NLP Applications},
  booktitle = {Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
  month     = {July},
  year      = {2017},
  address   = {Vancouver, Canada},
  publisher = {Association for Computational Linguistics},
  pages     = {1857--1869},
  url       = {http://aclweb.org/anthology/P17-1170}
}

Contact us

Have you had any questions, please contact us at

sensecnn's People

Contributors

pilehvar avatar

Stargazers

Mohammad Alyetama avatar Carson Dahlberg avatar KwanHong Lee avatar shsh88 avatar Van Hoang avatar Franklin (Ben) Bradfield avatar Fuli Luo avatar  avatar

Watchers

James Cloos avatar  avatar Peter Foldiak avatar Jose Camacho-Collados avatar Fuli Luo avatar paper2code - bot avatar

sensecnn's Issues

Dataset Access

Hi! I was trying to run the code, but couldn't access the IMDB dataset. Would you please help me open the access? Thnx!

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