Ran Zmigrod

Information-Theoretic Probing for Linguistic Structure

2020

The success of neural networks on a diverse set of NLP tasks has led researchers to question how much these networks actually "know" about natural language. Probes are a natural way of assessing this. When …

Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology

2019

Gender stereotypes are manifest in most of the world's languages and are consequently propagated or amplified by NLP systems. Although research has focused on mitigating gender stereotypes in English, the approaches that are commonly employed …