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LLaMAs Have Feelings Too: Unveiling Sentiment and Emotion Representations in LLaMA Models Through Probing

22 May 2025
Dario Di Palma
Alessandro De Bellis
Giovanni Servedio
Vito Walter Anelli
Fedelucio Narducci
Tommaso Di Noia
    MILM
ArXiv (abs)PDFHTML
Main:8 Pages
7 Figures
Bibliography:5 Pages
9 Tables
Appendix:6 Pages
Abstract

Large Language Models (LLMs) have rapidly become central to NLP, demonstrating their ability to adapt to various tasks through prompting techniques, including sentiment analysis. However, we still have a limited understanding of how these models capture sentiment-related information. This study probes the hidden layers of Llama models to pinpoint where sentiment features are most represented and to assess how this affects sentiment analysis.

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@article{palma2025_2505.16491,
  title={ LLaMAs Have Feelings Too: Unveiling Sentiment and Emotion Representations in LLaMA Models Through Probing },
  author={ Dario Di Palma and Alessandro De Bellis and Giovanni Servedio and Vito Walter Anelli and Fedelucio Narducci and Tommaso Di Noia },
  journal={arXiv preprint arXiv:2505.16491},
  year={ 2025 }
}
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