MultiClass News Classiﬁcation using Zero Shot Learning [Shared Task 2021]

Oﬃcial submission for "Fine-grained Event Classiﬁcation" Shared Task co-located with ACL-IJCNLP 2021. The news snippets had to be classiﬁed among the given 24 classes of diﬀerent Social-Political Events. The final submission is Shared_Task_2021.ipynb, which was prepared using BERT.

Training Data

The training data can be easily accessed from ACLED's website : https://acleddata.com/#/dashboard

Name		Name	Last commit message	Last commit date
Latest commit History 14 Commits
EDA_ACLED_Data.ipynb		EDA_ACLED_Data.ipynb
Multilabel_Text_Classification_using_BERT.ipynb		Multilabel_Text_Classification_using_BERT.ipynb
README.md		README.md
RoBERTa_base_resampled_cleaned_A2.ipynb		RoBERTa_base_resampled_cleaned_A2.ipynb
Shared_Task_2021.ipynb		Shared_Task_2021.ipynb
Shared_Task_2021_RoBERTa_base.ipynb		Shared_Task_2021_RoBERTa_base.ipynb
Shared_Task_2021_RoBERTa_base_lemmatized.ipynb		Shared_Task_2021_RoBERTa_base_lemmatized.ipynb
Shared_Task_2021_RoBERTa_base_resampled_cleaned.ipynb		Shared_Task_2021_RoBERTa_base_resampled_cleaned.ipynb
Shared_Task_2021_RoBERTa_base_resampled_cleaned_withReg.ipynb		Shared_Task_2021_RoBERTa_base_resampled_cleaned_withReg.ipynb
XLNet_base_resampled_cleaned_A1.ipynb		XLNet_base_resampled_cleaned_A1.ipynb