Britain's Mood, Entailed Weekly: In Silico Longitudinal Surveys with Fine-Tuned Large Language Models
Author:
Affiliation:
1. University of Mannheim, Germany
2. University of Konstanz, Germany
3. University of Konstanz, Germany and Complexity Science Hub, Austria
4. University of Mannheim, Germany and GESIS - Leibniz Institute for the Social Sciences, Germany
Publisher
ACM
Link
https://dl.acm.org/doi/pdf/10.1145/3630744.3659829
Reference18 articles.
1. Out of One, Many: Using Language Models to Simulate Human Samples
2. Mohammad Atari Mona J. Xue Peter S. Park Damián Ezequiel Blasi and Joseph Henrich. 2023. Which Humans?preprint. PsyArXiv. https://doi.org/10.31234/osf.io/5b26t
3. Tilman Beck, Hendrik Schuff, Anne Lauscher, and Iryna Gurevych. 2024. Sensitivity, Performance, Robustness: Deconstructing the Effect of Sociodemographic Prompting. In Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics, Vol. 1: Long Papers. Association for Computational Linguistics, St. Julian’s, Malta, 2589–2615. https://aclanthology.org/2024.eacl-long.159
4. James Bisbee Joshua Clinton Cassy Dorff Brenton Kenkel and Jennifer Larson. 2023. Synthetic Replacements for Human Survey Data? The Perils of Large Language Models. preprint. SocArXiv. https://doi.org/10.31235/osf.io/5ecfa
5. Jose Camacho-Collados Kiamehr Rezaee Talayeh Riahi Asahi Ushio Daniel Loureiro Dimosthenis Antypas Joanne Boisson Luis Espinosa-Anke Fangyu Liu Eugenio Martínez-Cámara Gonzalo Medina Thomas Buhrmann Leonardo Neves and Francesco Barbieri. 2022. TweetNLP: Cutting-Edge Natural Language Processing for Social Media. http://arxiv.org/abs/2206.14774 arXiv:2206.14774 [cs].
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