Zero-Shot Text Classification

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5 papers in the last four weeks, up 67% on the four weeks before. 0.0% of all new papers.

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  1. How Many Labels Does a Language Need? Annotation Budgets and Cross-Lingual Pooling for African-Language Text Classification

    Sep 29, 2026Bhanu Prakash Vangala, Sowmya Guda, Navya VangalaZero-Shot Text ClassificationText Classification

    University of Missouri · Amar Bio Tech Pvt Ltd

  2. Using LLMs to Detect LLM-Generated Texts: A Cross-Generation Analysis

    Sep 28, 2026Haiyue Yuan, Jie Guo, Weidong Qiu +3LLM EvaluationAI-Generated Text Detection

    Institute of Cyber Security for Society (iCSS) & School of Computing, University of Kent, UK · School of Cyber Science and Engineering, Shanghai Jiao Tong University, China · School of Computer Science, University of Birmingham, UK

  3. AraGenre 2026: A Hierarchical Definition-Guided Arabic Genre Classification Shared Task

    Sep 23, 2026Mo El-Haj, Saad Ezzini, Shadi Abudalfa +3Arabic NLPZero-Shot Text Classification

    VinUniversity, Vietnam · Lancaster University, UK · King Fahd University of Petroleum and Minerals, Saudi Arabia +3

  4. Custom Named Entity Recognition and Topic Classification for Global Health Publications

    Sep 21, 2026Genis Skura, Antoine Geissbühler, Jean-Luc FalconeNamed Entity RecognitionMulti-Label Classification

    University of Geneva

  5. Zero-shot narrative detection in social messaging

    Sep 15, 2026Jesús M. Fraile-Hernández, Anselmo Peñas, Patrick GiedemannZero-Shot Text Classification

  6. SCX Router: Streaming Zero-Shot Model Selection with a Decoder-KV Classifier and a Real-World Task Ontology

    Sep 2, 2026Ihor Stepanov, Aleksandr Smechov, Mykhailo Shtopko +2LLM RoutingZero-Shot Text Classification

    Knowledgator · SCX.ai Holdings Limited

  7. From Confusion to Clarity: Confusion-Aware Retrieval and Knowledge Injection for Text Classification

    Sep 1, 2026Manish Gupta, Chaitanya Giri, Jayasimha TalurZero-Shot Text ClassificationRetrieval-Augmented Classification

    Amazon

  8. A Cost-Efficient Routing Pipeline for Multilingual Short-Text Classification Using Small Language Models

    Aug 11, 2026Wajdi Ben Saad, Safa MadiouniZero-Shot Text ClassificationText Classification

    Carthago Labs Paris, France · Université Paris Dauphine-PSL Paris, France

  9. Selecting Open-Weight Language Models for Zero-Shot Intent Classification: A Systematic Evaluation of 41 Models

    Jul 29, 2026Parishruthi Ganesh, Gerry Dozier, Cheryl SealsLLM EvaluationZero-Shot Text Classification

    Department of Computer Science and Software Engineering Auburn University Auburn, Alabama, USA

  10. LEX-EC: A Lexical Evidence-Channel Audit Framework for Zero-Shot LLM Personality Classification in Black-Box Settings

    Jul 27, 2026Brittany Harbison, Ashok K. GoelZero-Shot Text ClassificationLLM Auditing

    Georgia Institute of Technology Atlanta, Georgia, USA

  11. Quantifying the Affective Gap: A Zero-Shot Evaluation of LLMs on Fine-Grained Emotion Taxonomies

    Jul 1, 2026Lawrence Obiuwevwi, Krzysztof J. Rechowicz, Jessica M. Johnson +3LLM EvaluationZero-Shot Text Classification

    Old Dominion University, Norfolk, VA, USA

  12. Do We Still Need Fine Tuning? Turkish Sentiment Analysis in the Era of Large Language Model

    Jun 28, 2026Sercan Karakaş, Yusuf ŞimşekSupervised Fine-TuningLLM Evaluation

    University of Chicago · Fırat University

  13. Can News Predict the Market? Limits of Zero-Shot Financial NLP and the Role of Explainable AI

    Jun 10, 2026Ali M Karaoglu, Shreyank N GowdaExplainable Artificial IntelligenceZero-Shot Text Classification

    School of Computer Science, University of Nottingham, Nottingham, United Kingdom

  14. Supervision versus Demonstration-Based In-Context Learning for Multiword Expression Classification

    Jun 5, 2026Sercan Karakaş, Yusuf ŞimşekLLM EvaluationZero-Shot Text Classification

    University of Chicago · Fırat University

  15. Contextualized Prompting For Stance Detection On Social Media

    Jun 4, 2026Tilman Beck, Shakib Yazdani, Simon Kruschinski +2Social Media AnalysisStance Detection

    Institute of Intensive Care, University Hospital of Zurich and University of Zurich · Institute of Computer Science, University of Goettingen · GESIS Leibniz Institute for the Social Sciences +2

  16. Long Live Fine-Tuning: Task-Specific Transformers Outperform Zero-Shot LLMs for Misinformation Response Classification on Reddit

    Jun 2, 2026JooYoung Lee, Lin Tian, Angela Brillantes +2LLM EvaluationZero-Shot Text Classification

    University of Technology Sydney, Sydney, Australia.

  17. On the Limits of LLM Adaptability: Impact of Model-Internalized Priors on Annotation Task Performance

    May 30, 2026Etienne Casanova, Rafal Kocielnik, R. Michael AlvarezLLM EvaluationZero-Shot Text Classification

    California Institute of Technology, Pasadena, CA, USA.

  18. Knowledge Graph-Enhanced Zero-Shot Topic Classification: A Multi-Strategy Comparative Study

    May 28, 2026Shahana Akter, Yatharth Vohra, Ankita Shukla +1Multi-Label ClassificationZero-Shot Text Classification

    A2I Lab, School of Computing, Wichita State University · EIS Lab, College of Engineering, University of Nevada, Reno

  19. Tokenizer Fertility and Zero-Shot Performance of Foundation Models on Ukrainian Legal Text: A Comparative Study

    May 14, 2026Volodymyr OvcharovMultilingual Language Model EvaluationLegal NLP

    LEX AI Platform, legal.org.ua Kyiv, Ukraine

  20. Task-Adaptive Embedding Refinement via Test-time LLM Guidance

    May 12, 2026Ariel Gera, Shir Ashury-Tahan, Gal Bloch +2Zero-Shot Text ClassificationLarge Language Model-Guided Optimization

    IBM Research

  21. The Silent Vote: Improving Zero-Shot LLM Reliability by Aggregating Semantic Neighborhoods

    May 10, 2026Sanket Badhe, Priyanka Tiwari, Deep ShahConstrained DecodingZero-Shot Text Classification

    Google

  22. Iterative Definition Refinement for Zero-Shot Classification via LLM-Based Semantic Prototype Optimization

    Apr 30, 2026Naeem Rehmat, Muhammad Saad Saeed, Ijaz Ul Haq +1Prototype-Based ClassificationZero-Shot Text Classification

    University of Michigan-Flint, Michigan, USA