Multilingual Joint Fine-tuning of Transformers for identifying Trolling, Aggression, & Cyberbullying
Channel: Shubhanshu Mishra
Date: 2020-05-18

Presentation at TRAC 2020 for our paper. 
See program: https://sites.google.com/view/trac2/program?authuser=0
Slides at: https://github.com/socialmediaie/TRAC2020

Our trained models as well as evaluation metrics during traing are available at: https://databank.illinois.edu/datasets/IDB-8882752# 

We also make a few of our models available in HuggingFace's models repository at https://huggingface.co/socialmediaie/, these models can be further fine-tuned on your dataset of choice.

Our approach is described in our paper titled:

Mishra, Sudhanshu, Shivangi Prasad, and Shubhanshu Mishra. 2020. "Multilingual Joint Fine-Tuning of Transformer Models for Identifying Trolling, Aggression and Cyberbullying at TRAC 2020." In Proceedings of the Second Workshop on Trolling, Aggression and Cyberbullying (TRAC-2020).

The source code for training this model and more details can be found on our code repository: https://github.com/socialmediaie/TRAC2020

If you plan to use the dataset or models please cite the following resources:

- Mishra, Sudhanshu, Shivangi Prasad, and Shubhanshu Mishra. 2020. "Multilingual Joint Fine-Tuning of Transformer Models for Identifying Trolling, Aggression and Cyberbullying at TRAC 2020." In Proceedings of the Second Workshop on Trolling, Aggression and Cyberbullying (TRAC-2020).
- Mishra, Shubhanshu, Shivangi Prasad, and Shubhanshu Mishra. 2020. “Trained Models for Multilingual Joint Fine-Tuning of Transformer Models for Identifying Trolling, Aggression and Cyberbullying at TRAC 2020.” University of Illinois at Urbana-Champaign. https://doi.org/10.13012/B2IDB-8882752_V1.