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Arijit Ghosh Chowdhury

2 accepted papers

2025

From Prejudice to Parity: A New Approach to Debiasing Large Language Model Word Embeddings

COLING 2025main

Embeddings play a pivotal role in the efficacy of large language models. They are the bedrock on which these models grasp contextual relationships and foster a more nuanced understanding of language and consequently perform complex tasks that require a fundamental understanding of human language. Gi…

2020

Augmenting NLP models using Latent Feature Interpolations

COLING 2020main

Models with a large number of parameters are prone to over-fitting and often fail to capture the underlying input distribution. We introduce Emix, a data augmentation method that uses interpolations of word embeddings and hidden layer representations to construct virtual examples. We show that Emix…

Cited by 32SourcePDFScholar