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12 papers in the last four weeks, up 200% on the four weeks before. 0.1% of all new papers.

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  1. Same Text, Different Prediction: Serving-Context Nondeterminism in Text Classifiers

    Oct 6, 2026Santhosh Kumar Kasa, Siva Rajesh Kasa, Sumit NegiText ClassificationML Reproducibility

    Amazon

  2. 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

  3. One Threshold Does Not Fit All Languages: Language-Conditional Deferral for Reliable and Efficient Low-Resource Text Classification

    Sep 29, 2026Bhanu Prakash Vangala, Vangala NavyaSelective PredictionGroup-Conditional Conformal Prediction

    University of Missouri · Amar Bio Tech Pvt Ltd

  4. An Explainable DistilBERT-BiLSTM-Attention Framework for Binary and Multi-Class Hate Speech Detection

    Sep 23, 2026Rameesha Zia, Muhammad Shahid Iqbal MalikText ClassificationHate Speech Detection

    School of Computing Sciences, Pak-Austria Fachhochschule, Institute of Applied Sciences and Technology, Haripur 22620, Pakistan

  5. 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

  6. 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

  7. Improving Cross-Lingual Transfer for Sequential Sentence Classification in Research Papers via Structural Similarity

    Sep 17, 2026Kazuhiro Yamauchi, Marie KatsuraiDocument UnderstandingText Classification

    Doshisha University Kyotanabe, Japan

  8. The record is part of the task: matched-record evaluation of text classifiers across maintenance, safety and recall reporting

    Sep 14, 2026Hisham Ihshaish, Peter Mayhew, Tasnim M. A. Zayet +1Text ClassificationAutomated Evaluation

    School of Computing and Creative Technologies, University of the West of England, Bristol, UK · Department of Computer Science, Birzeit University, Birzeit, Palestine · GE Aerospace, Cheltenham, UK +1

  9. SWARM: A Multilingual Human-Annotated Dataset for Russian Propaganda Detection in Search Engine Results

    Sep 14, 2026Manuel Tonneau, Abhinav Dubey, Farhan Shaikh +8Fake News DetectionText Classification

    Weizenbaum Institute · University of Oxford · University of Bern

  10. How broad is that claim? Mapping Generalisation in NLP Research

    Sep 13, 2026Chenxin Diao, Nataliya Stepanova, Emily AllawayScientific CommunicationText Classification

    School of Informatics, University of Edinburgh

  11. MultiHuSE: A Multimodal Dataset for Humour Styles and Emotions

    Sep 11, 2026Mary Ogbuka Kenneth, Foaad Khosmood, Abbas EdalatText ClassificationMultimodal Understanding

    Algorithmic Human Development group, Department of Computing Imperial College London London, United Kingdom · Computer Engineering Department California Polytechnic State University San Luis Obispo, United States

  12. Hybrid Quantum-Classical NLP Classification with Compact Semantic Representations: An Experimental Analysis of Representation Compression

    Sep 9, 2026Ali Hassan, Zijia Zhao, Maha A. MetaweiHybrid Quantum-Classical MLText Classification

    German University in Cairo, Cairo, Egypt · University of Melbourne, Melbourne, Australia · High Performance Computing Lab, Electronics Research Institute, Cairo, Egypt

  13. Can Artificial Intelligence Support Healthcare and Mental Health Through Early Cyberbullying Detection ? The Impact of Emotion-Aware AI on Proactive Online Safety

    Sep 9, 2026Hamed Jelodar, Amir Firouzi, Yen-Wu Lo +2Text Classification

    Faculty of Computer Science, University of New Brunswick, Fredericton, NB, Canada · Khoury College of Computer Sciences, Northeastern University, Vancouver, BC, Canada

  14. A Channel-Boosted Multi-Agent System with Iterative Consultation for Document Sensitivity Classification

    Sep 2, 2026Aleesha Zainab, Asifullah Khan, Muhammad Ahmed Khalid +1Text ClassificationMulti-Agent Systems

    Pattern Recognition Lab, Department of Computer and Information Sciences (DCIS), Pakistan Institute of Engineering and Applied Sciences (PIEAS), Nilore, Islamabad, Pakistan. · Deep Learning Lab, Center for Mathematical Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS), Nilore, Islamabad, Pakistan. · PIEAS Artificial Intelligence Center (PAIC), Pakistan Institute of Engineering and Applied Sciences (PIEAS), Nilore, Islamabad, Pakistan.

  15. 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

  16. TEAMMix: Taxonomy Enrichment Augmentation and Minority-augmented Mixing Strategy for LLM-enhanced Weak-Supervised Hierarchical Text Classification

    Aug 11, 2026Jian Zhang, Zhuohao Yang, Songlin Lei +6Class-Imbalanced LearningData Augmentation

    School of Computer Science and Technology, Zhejiang University, Hangzhou, China · ZJU-UIUC Institute, Zhejiang University, Haining, China · Shaoxing K3i Technology Co. Ltd +1

  17. 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

  18. Calling the Bluff: Detecting Ever-Shifting Harmful Chat Dialogue via Ordered Reasoning Chain Regularization

    Aug 9, 2026Haojie Yu, Ziyou Jiang, Junjie Wang +4Language Model Safety EvaluationText Classification

    State Key Laboratory of Complex System Modeling and Simulation Technology, Beijing, China · Science and Technology on Integrated Information System Laboratory Institute of Software Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences

  19. Automated item evaluation: Predicting item acceptance and rejection using LLM-generated critiques

    Aug 6, 2026Hotaka Maeda, Yikai LuEducational AssessmentText Classification

    Smarter Balanced, University of California-Santa Cruz · Department of Educational Psychology, University of Minnesota-Twin Cities

  20. Quantization Effects on Biomedical LLM Reliability

    Aug 4, 2026Anton Rasmussen, Hong QinLLM QuantizationText Classification

    Old Dominion University Norfolk, VA 23529, USA

  21. Loanword or Switch? The Annotation Boundary, Not the Model, Drives Kazakh-Russian Code-Switching Identification

    Aug 1, 2026Bogdan SavelyevCode-SwitchingLanguage Identification

    Independent Researcher Kazakhstan

  22. The methodology of Constructing the Large-Scale Dataset for Detecting Presuicidal and Anti-Suicidal Signals in Social Media Texts in Russian

    Aug 1, 2026Igor Buyanov, Darya Yaskova, Danil Serenko +3Social Media AnalysisText Classification

    Federal Research Center "Computer Science and Control" of the Russian Academy of Sciences, 44, build. 2, Vavilova St, Moscow, 119333, Russia. · MTS AI, 23, build 5, Podsosenskiy lane, Moscow, 105062, Russia. · Yandex, 16, Lev Tolstoy St, Moscow, 119021, Russia. +2

  23. AWARE-FX: An Auditable Knowledge-Guided AI System for Measuring Corporate Foreign-Exchange Hedging Disclosure

    Jul 30, 2026Qi WangFinancial ServicesDocument Information Extraction

    aUniversity of Nottingham, Nottingham, United Kingdom

  24. Automated Multilabel Mpox Research Classification with Explainable Transformer Models

    Jul 29, 2026Tanjim Taharat AurpaMulti-Label ClassificationText Classification

    Department of Data Science and Engineering, University of Frontier Technology, Bangladesh (UFTB)

  25. CHiPS: Character Histograms and Positional Signals for Lightweight Authorship Attribution in Romanian Texts

    Jul 24, 2026Sanda-Maria Avram, George C. ŢurcaşText ClassificationStylometry

    Department of Computer Science, Faculty of Mathematics and Computer Science, Babeș-Bolyai University, Cluj-Napoca, Romania · Department of Mathematics, Faculty of Mathematics and Computer Science, Babeș-Bolyai University, Cluj-Napoca, Romania

  26. From a Word-Level Dictionary to Sentence-Level Semantics: Multilingual Grievance Labelling with Contextual Models

    Jul 23, 2026Lin Tian, Marian-Andrei RizoiuMultilingual Language Model EvaluationText Classification

    Behavioral Data Science University of Technology Sydney Sydney, Australia

  27. Two-Step Occupation Coding

    Jul 22, 2026Alexander M. Esser, Jens DörpinghausText ClassificationClassification

    University of Koblenz, Germany · 2Federal Institute for Vocational Education and Training (BIBB), Bonn, Germany · 3Linnaeus University (LNU), Växjö, Sweden

  28. Stop Removing Stopwords: How an Inherited Preprocessing Default Distorts Legal Text-as-Data

    Jul 21, 2026Gregory M. DickinsonLegal NLPText Classification

    The University of Nebraska College of Law, Lincoln, Nebraska, United States

  29. A Classifier That Teaches Itself: Self-Improving, Frozen-gate Training (SIFT) for Dynamic Document Classification

    Jul 20, 2026Bogdan Raduta, Horia Velicu, Alexandru Preda +1LLM-Assisted AnnotationText Classification

  30. Large Language Models for Citation Function Classification

    Jul 20, 2026Daniel Vodička, Jakub Šmíd, Pavel Král +1LLM EvaluationLLM Fine-Tuning

    Department of Computer Science and Engineering · NTIS – New Technologies for the Information Society University of West Bohemia in Pilsen, Faculty of Applied Sciences Univerzitní 2732/8, 301 00 Pilsen, Czech Republic · CNRS LORIA, Université de Lorraine, Nancy, France

  31. Data-Efficient Adaptation of LLMs via Attention Head Reweighting

    Jul 15, 2026Tuomas Oikarinen, Zixiao Chen, Charlotte Siska +3LLM Fine-TuningText Classification

    UC San Diego, Microsoft Research · Microsoft Security AI · UC San Diego +1

  32. A Durability and Cross-Language Transfer Benchmark for a Validated Teaching-Feedback Classification Protocol

    Jul 13, 2026Esteban U. Vega BarajasMultilingual Language Model EvaluationSentiment Analysis

    Universidad de Guadalajara

  33. UCSC NLP at SemEval-2026 Task 10: Boundary-Aware Span Extraction and RoBERTa Classification for Conspiracy Detection

    Jul 6, 2026Dom Marhoefer, Milos Suvakovic, Glenn Grant-Richards +2Text Classification

    UC Santa Cruz

  34. Large-scale dataset of automatically classified rhetorical sections in scientific papers

    Jul 3, 2026Daniel Verdi, Jacob Aarup Dalsgaard, Roberta SinatraDocument Information ExtractionText Classification

    Graduate School of Education, Stanford University, United States · Center for Social Data Science (SODAS), University of Copenhagen, Denmark · Networks, Data, and Society (NERDS), IT University of Copenhagen, Denmark +2

  35. Hybrid quantum-classical neural network for sentiment analysis

    Jul 2, 2026Giacomo Cappiello, Filippo Caruso, Xing Liang +1Sentiment AnalysisHybrid Quantum-Classical ML

    Center for Quantum Mathematics, University of Southern Denmark, Campusvej 55, Odense, 5230, Denmark. · Dept. of Physics and Astronomy, Florence Univ., via Sansone 1, I-50019 Sesto Fiorentino, Italy. · School of Computer Science and Mathematics, Kingston University London, KT1 2EE, United Kingdom.

  36. Revising RVL-CDIP: Quantifying Errors and Test-Train Overlap

    Jun 30, 2026Stefan Larson, Attila Nagy, Sam Desai +8Data LeakageTraining Data Curation

    Vanderbilt University · ML Collective · University of Michigan +1

  37. Comparing BERT Sentence-Pair Classification and Few-Shot LLM Prompting for Detecting Threat and Solution Framing in German Climate News

    Jun 25, 2026Raven Adam, David Maier, Marie KoglerText ClassificationFew-Shot Prompting

    University of Graz, Austria · Technical University of Graz, Austria

  38. AnySimLite: A Lightweight Few-Shot Similarity Encoder for On-Device Speech-Adjacent Classification

    Jun 24, 2026Sourav Ghosh, Yash Bhatia, Keshav Goyal +3Semantic Textual SimilarityText Classification

    Samsung R&D Institute Bangalore, India · ITBHU

  39. Spam and Sentiment Detection in Arabic Tweets Using MARBERT Model

    Jun 24, 2026Abrar Alotaibi, Atta-ur Rahman, Raheel Alhaza +6Social Media AnalysisArabic NLP

    Department of Computer Science (CS), College of Computer Science and Information Technology (CCSIT), Imam Abdulrahman Bin Faisal University (IAU), P.O. Box 192, Dammam 31441, Saudi Arabia · Saudi Aramco Cybersecurity Chair, Department of Computer Science (CS), College of Computer Science and Information Technology (CCSIT), Imam Abdulrahman Bin Faisal University (IAU), P.O. Box 192, Dammam 31441, Saudi Arabia

  40. Text Distance from Nested and Hierarchical Repetitions: A Compression-Based Perspective

    Jun 23, 2026Xiaojun Hu, Jing Wang, Jingwen Zhang +5Text ClassificationSequence Modeling

    Department of Systems Science, Faculty of Arts and Sciences, Beijing Normal University, Zhuhai, China. · International Academic Center of Complex Systems, Beijing Normal University, Zhuhai, China. · School of Systems Science, Beijing Normal University, Beijing, China. +2

  41. Learning Moral Diversity: Modelling Individual Perspectives in Moral Classification of Texts

    Jun 22, 2026Yi Ren, Lewis Mitchell, Matthew RoughanAnnotator DisagreementText Classification

    School of Mathematical Sciences, Adelaide University

  42. From Complaint Narratives to Monetary Relief: A Hybrid Machine Learning Framework for CFPB Consumer Complaints

    Jun 21, 2026Zhuoer Wang, Sizhen Zhu, Xiongyu ChenText Classification

    University of Illinois Urbana-Champaign · North Carolina State University · Carnegie Mellon University

  43. Clusters are All You Need: Pre-Training the Tsetlin Machine with Semantic Clusters from Language Models for Interpretability

    Jun 18, 2026Jiechao Gao, Rohan Kumar Yadav, Yuangang Li +4Interpretable MLText Classification

    Stanford University · Independent Researcher · University of California, Irvine +1

  44. Distilling Examples into Task Instructions: Enhanced In-Context Learning for Real-World B2B Conversations

    Jun 14, 2026Guy Rotman, Adi Kopilov, Danit Berger Zalmanson +1Text ClassificationFew-Shot Learning

  45. A Context-Aware Dataset for Stance Detection in Bioethical Controversies on Reddit

    Jun 11, 2026Hu Huang, Genan Dai, Fuqiang Niu +3Social Media AnalysisArgument Mining

    School of Cyber Science and Technology, University of Science and Technology of China, Hefei, China · School of Artificial Intelligence, Shenzhen Technology University, Shenzhen, China · School of Urban Planning and Design, Peking University, Shenzhen, China

  46. MentalMARBERT: Domain-Adaptive Pre-training and Two-Stage Fine-Tuning for Arabic Mental Health Disorders Detection

    Jun 10, 2026Fatimah Almalki, Areej Alhothali, Lulwah Alharigy +1Social Media AnalysisArabic NLP

    Department of Computer Science Faculty of Computing and Information Technology King Abdulaziz University Jeddah, Saudi Arabia · Department of Psychology College of Arts and Humanities King Abdulaziz University Jeddah, Saudi Arabia

  47. A Resource for Enthymeme Detection in Controversial Political Discourse

    Jun 10, 2026Martial Pastor, Nelleke OostdijkAnnotator DisagreementHuman-in-the-Loop Annotation

    Centre for Language Studies, Radboud University, Nijmegen

  48. DECSELFMASK: Leveraging Unlabeled Text via Self-Relevance-Guided Masking for Decoder-Only Classification

    Jun 8, 2026Pietro Ferrazzi, Matteo Merler, Giovanni Bonetta +2Self-Supervised Pre-TrainingDecoder-Only Language Models

    Fondazione Bruno Kessler, Trento, Italy · University of Padova, Italy

  49. Operationalizing Linguistic Methods through Prompt-Engineering Skills: An Automatic Chinese Web Neologism Detection Pipeline

    Jun 7, 2026Yufeng Wu, Meichun LiuText ClassificationPrompt Engineering

    City University of Hong Kong

  50. 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

  51. Adversarial Creation and Detection of AI-Generated Social Bot Content

    Jun 5, 2026Mykola Trokhymovych, Ricardo Baeza-Yates, Alessandro Flammini +2AI-Generated Text DetectionText Classification

    Universitat Pompeu Fabra, Barcelona, Spain · Observatory on Social Media, Indiana University, Bloomington, Indiana, USA · KTH Royal Institute of Technology, Stockholm, Sweden

  52. Style or Content? Evaluating Style Classifiers with Controlled Content Overlap

    Jun 5, 2026Zhuo Liu, Haozheng Du, Xiangxiang Xu +1Text ClassificationClassification

    University of Rochester

  53. CHALIS: A Challenge Dataset for Language Identification in Difficult Scenarios

    Jun 4, 2026Michal Tichý, Jindřich LibovickýDistribution Shift RobustnessLanguage Identification

    Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics, V Holešovičkách 747/2, 180 00 Praha, Czechia

  54. 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.

  55. Cross-Prompt Generalization in Detecting AI-Generated Fake News Using Interpretable Linguistic Features

    Jun 2, 2026Aya Vera-Jimenez, Samuel Jaeger, Calvin Ibenye +1Fake News DetectionAI-Generated Text Detection

    Department of Mathematics Kennesaw State University Marietta, Georgia, USA · School of Data Science and Analytics Kennesaw State University Marietta, Georgia, USA · Department of Computer Science Kennesaw State University Marietta, Georgia, USA

  56. AutoTail-BSFGM: Class-Balance-Aware Fine-Tuning for Chinese Scholarly Text Classification

    Jun 2, 2026Anling Xiang, Yuwen Yang, Yang ShenClass-Imbalanced LearningLong-Tailed Classification

    Department of Intelligent Communication, School of Journalism and Communication, Minzu University of China, Beijing, China · ZeeLin (Beijing) Technology Co., Ltd., Beijing, China · School of Journalism and Communication, Tsinghua University, Beijing, China +1

  57. Lingo_Research_Group at SemEval-2026 Task 9: Evaluating Prompt Variants for Polarization Detection

    Jun 2, 2026Pritam Kadasi, Anuj Tiwari, Mayank SinghPrompt SensitivityText Classification

    Lingo Research Group, Indian Institute of Technology Gandhinagar · Noida Institute of Engineering and Technology 2ML Collective

  58. Machine Learning for Coding Retail Product Names to Consumer-Price Categories: A Rule-plus-Bag-of-Words Pipeline with Reliability-Weighted Human-in-the-Loop Labeling

    Jun 1, 2026Vladimir BeskorovainyiHuman-in-the-Loop AnnotationText Classification

    Besk Tech · Moscow Institute of Physics and Technology (MIPT)

  59. Structured Prompt Optimization Meets Reinforcement Learning for Global and Local Interpretability over Complex Text

    May 27, 2026Tianyang Zhou, Wenbo Chen, Pierre Jinghong Liang +1LLM InterpretabilityText Classification

    1Carnegie Mellon University · 2Amazon

  60. Keyphrase Generative Representation of Youth Crisis Conversations Beyond Static Taxonomies

    May 26, 2026Abeer Badawi, Will Aitken, Lydia Sequeira +3Emotional Support ConversationText Classification

    York University, Canada · Vector Institute, Canada · Electrical and Computer Engineering, Queen’s University, Canada +1