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NLP at SemEval-2019 Task6: Detecting Offensive language using Neural Networks

This is a repository containing models submitted as part of our participation in SemEval Task 6 OffensEval: Identifying and categorizing Offensive lnaguage in social media by SemEval 2019 by (Zampieri et al.,2019b).

Files

  1. Preprocess.py Some of basic Preprocessing as Step 1 to clean the data.
  2. TaskA.py: It is a classification model submitted in Task A dealing with 2 classes.
  3. TaskB.py: This model submitted as Task B is utilizing both the word and pos features. At first POS Tag for all the sentences can be get by POS_Tag.py in form of text file and then inserted at line 50.
  4. TaskC.py : This is for the third task i.e Target Identification
  5. POS_Tag.py: This can be used to get the POS tag for all the sentences using nltk.

Dependencies

Python:2.7.5   numpy: 1.16.0   gensim: 3.7.0   tensorflow: 1.14.0   nltk:3.4   pandas: 0.23.4  

Link to Paper

https://www.aclweb.org/anthology/S19-2105.pdf

Reference

@inproceedings{kapil2019nlp, title={NLP at SemEval-2019 Task 6: Detecting Offensive language using Neural Networks}, author={Kapil, Prashant and Ekbal, Asif and Das, Dipankar}, booktitle={Proceedings of the 13th International Workshop on Semantic Evaluation}, pages={587--592}, year={2019} }

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