Ensemble-Based Uncertainty Quantification for Reliable Large Language Model Classification in Social Data Applications by David T. Farr, Lynnette Hui Xian Ng, Iain J. Cruickshank, Nico Manzonelli, Nicholas Clark, Kate Starbird, Nathaniel D. Bastian, Jevin West

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Zero-shot classification with multi-model information interaction and its application in Mars exploration scenarios by TAN Xiaomeng, XI Bobo, XUE Changbin, LI Yunsong

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LLMs for product classification in e-commerce: A zero-shot comparative study of GPT and claude models by Konstantinos I. Roumeliotis, Nikolaos D. Tselikas, Dimitrios K. Nasiopoulos

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Evolution of Regional Innovation Strategies Towards the Transition to Green Energy in Europe 2014–2027 by Korneliusz Pylak, Jakub Pizoń, Ewa Łazuka

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It is all in the [MASK]: Simple instruction-tuning enables BERT-like masked language models as generative classifiers by Benjamin Clavié, Nathan Cooper, Benjamin Warner

Subjects: “…Zero-shot classification…”
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EEG-CLIP: learning EEG representations from natural language descriptions by Tidiane Camaret Ndir, Tidiane Camaret Ndir, Robin T. Schirrmeister , Robin T. Schirrmeister , Tonio Ball , Tonio Ball 

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Evaluating Proprietary and Open-Weight Large Language Models as Universal Decimal Classification Recommender Systems by Mladen Borovič, Eftimije Tomovski, Tom Li Dobnik, Sandi Majninger

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One size fits all: Enhanced zero-shot text classification for patient listening on social media by Veton Matoshi, Maria Carmela De Vuono, Roberto Gaspari, Mark Kröll, Michael Jantscher, Sara Lucia Nicolardi, Giuseppe Mazzola, Manuela Rauch, Vedran Sabol, Eileen Salhofer, Riccardo Mariani

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AI-Enhanced Disaster Management: A Modular OSINT System for Rapid Automated Reporting by Klaus Schwarz, Kendrick Bollens, Daniel Arias Aranda, Michael Hartmann

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