Author

Samhita Bollepally

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#artificial intelligence Preprint Oct 2026

From Encoding to Generation: Towards Empathetic Large Language Models

Empathetic interaction involves two distinguishable capacities: representing another person's emotional state (cognitive empathy) and generating an appropriate response to that state (affective empathy). We apply this distinction to examine how emotion-related information is internally organized, selectively attended t...

Samhita Bollepally, Takashi Yamauchi, M. West · 0 citations

#natural language process... Preprint Oct 2026

Do LLMs differentiate linguistic traits internally?: A layer-wise analysis

Large language models often produce judgments that resemble human responses, but it remains unclear whether they internally capture linguistic nuances such as conventional versus idiomatic meaning. A layer-wise representational analysis was conducted on two equal-sized pre-trained models, Llama-3.2-1B and Gemma-3-1B-PT...

Samhita Bollepally, T. Yamauchi, M. Muralee et al. · 0 citations