We are pleased to announce the online workshop Large Language METAPHORS: New Trends in Computational Approaches to Metaphorical Expressions, to be held on 5th March, organised by the Neurolinguistics and Experimental Pragmatics Laboratory (NEPLab) and supported by the ERC project “PROcessing MEtaphors: Neurochronometry, Acquisition and DEcay” (PROMENADE). The workshop adopts an interdisciplinary perspective, bringing together linguistics, computational linguistics, and psycholinguistics. It will investigate how Large Language Models (LLMs) can be used for the detection, interpretation, mapping, and evaluation of metaphors across languages. Particular attention will also be given to aligning computational models with human cognitive data, as well as to the use of metaphorical language as a means of probing the linguistic capabilities of LLMs. Talk lineup: - Using Large Language Models to Identify Metaphorical Expressions in Text Matteo Fuoli, Weihang Huang, Jeannette Littlemore, Sarah Turner, Ellen Wilding - Language Models and the Magic of Metaphor, Revisited: A Comparative Evaluation of Italian Baby and Large Language Model with Human Interpretations Simone Mazzoli, Alice Suozzi, Gianluca E. Lebani - A Novel Metaphor Dataset of Toxic Posts from Christian Subreddits Sebastian Reimann, Tatjana Scheffler - Exploring Metaphors in LLMs with a Human-Centric and Culture-Aware Approach Bolette S. Pedersen, Ali Basirat, Alberto Parola, Sussi Olsen - Commonsense Reasoning for Automatic Metaphor Elaboration: A Conceptual Combination Approach Antonio Lieto, Gian Luca Pozzato, Stefano Zoia - HUMMUS: a Dataset of Humorous Multimodal Metaphor Use Xiaoyu Tong, Zhi Zhang, Pia Sommerauer, Martha Lewis, Ekaterina Shutova - Participants and Models: the Role of LLMs in Psycholinguistic Approaches to Metaphor Veronica Mangiaterra, Hamad Al-Azary, Chiara Barattieri di San Pietro, Paolo Canal, Valentina Bambini - MetaMap – Mapping Metaphors Across Languages and Cultures Ginevra Martinelli, Chiara Barattieri di San Pietro, Maddalena Bressler, Veronica Mangiaterra, Valentina Bambini The workshop will be fully online and free of charge, but registration is required. For registration and further information: • Workshop website: https://www.neplab.it/large_language_metaphors_home/ • Email: [email protected] Organizing Committee: Valentina Bambini Chiara Barattieri di San Pietro Veronica Mangiaterra Ginevra Martinelli