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Smriti Singh

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…

2024

Language Models (Mostly) Do Not Consider Emotion Triggers When Predicting Emotion

NAACL 2024short

Situations and events evoke emotions in humans, but to what extent do they inform the prediction of emotion detection models? This work investigates how well human-annotated emotion triggers correlate with features that models deemed salient in their prediction of emotions. First, we introduce a nov…