Abdullah Khan

Interventional Attribution of Semantic and Surface Novelty for Open-World Text Classification

This preprint presents an intervention-based attribution framework for open-world text classification that distinguishes surface-level novelty from semantic-level novelty. The approach uses controlled views of the same input to identify whether apparent novelty is caused primaril...