Academic Resolving Lexical Bias in Model Editing A weights preserving model editing approach using Projector Editor Network (PENME). Instance-Level Difficulty: A Missing Perspective in Machine Unlearning An exploration into difficulty of unlearning single instances in deep learning models. Hate-Speech and Offensive Language Detection in Roman Urdu The first extensive work on data curation and evaluation for hate speech detection in Roman Urdu.