Instant Monitoring System Combating Human Rights Abuses Through NLP

The limitations of the models are summarized in Figure 12. Based on the models for Reddit and Twitter, for binary classification, the limitation is the models are over-fitting due to the class imbalance although it gave better accuracy. Furthermore, the war-crime examples seem to share quite similar texts, therefore lack diversity. This is another potential reason for which our models have decent performances, despite the dataset being small. The future scope for binary models is to find more efficient ways to clean the texts.