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Khushboo Singh

2 accepted papers

2025

Evaluation of LLMs-based Hidden States as Author Representations for Psychological Human-Centered NLP Tasks

NAACL 2025findings

Like most of NLP, models for human-centered NLP tasks—tasks attempting to assess author-level information—predominantly use rep-resentations derived from hidden states of Transformer-based LLMs. However, what component of the LM is used for the representation varies widely. Moreover, there is a need…

2025

Systematic Evaluation of Auto-Encoding and Large Language Model Representations for Capturing Author States and Traits

ACL 2025finding

Large Language Models (LLMs) are increasingly used in human-centered applications, yet their ability to model diverse psychological constructs is not well understood. In this study, we systematically evaluate a range of Transformer-LMs to predict psychological variables across five major dimensions:…

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