Named Entity Recognition

Also known as NER

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10 papers in the last four weeks, up 25% on the four weeks before. 0.1% of all new papers.

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  1. A Study of Temporal Fusion Strategies for Named Entity Recognition in Historical Texts

    Jun 26, 2026Emanuela BorosNamed Entity RecognitionDocument Information Extraction

    Digital Humanities Laboratory, EPFL, Lausanne, Switzerland

  2. AutoSpecNER: A Fine-Grained Named Entity Recognition Dataset for Vehicle Specification Extraction

    Jun 23, 2026Jordan Lee, Filippos Ventirozos, Abdirahman Abdullahm +3Named Entity RecognitionDocument Information Extraction

    Department of Computing and Mathematics, Manchester Metropolitan University, UK · *Work conducted during an internship at Autotrader UK. · Autotrader Research Group, Autotrader UK

  3. Explanation-Guided Medical Named Entity Recognition with Stability and Boundary Awareness for Atopic Dermatitis

    Jun 22, 2026Xueguang Li, Di Lin, Xue Jiang +2Named Entity RecognitionExplainability Evaluation

    School of Information and Software Engineering, University of Electronic Science and Technology of China, Sichuan, China · School of Information and Software Engineering, University of Electronic Science and Technology of China, Sichuan 610054, China · Department of Dermatology, Chongqing Traditional Chinese Medicine Hospital, Chongqing, China +3

  4. Olfactory-Inspired Sparse Combinatorial Coding for Low-Resource Named Entity Recognition

    Jun 20, 2026Bhushan DeshpandeNamed Entity RecognitionRepresentation Learning

    Independent Researcher, India

  5. Scaling Performance and Low-Resource Annotation with Many-Shot In-Context Learning for Named Entity Recognition

    Jun 20, 2026Qi Zhang, Fangping Lan, Cornelia Caragea +2Named Entity RecognitionLLM-Assisted Annotation

    Temple University · University of Illinois Chicago

  6. FineREX: Fine-Tuned NER-RE for Human Smuggling Knowledge Graphs

    Jun 18, 2026Elijah Feldman, Dipak Meher, Carlotta DomeniconiRelation ExtractionKG Construction

    Thomas Jefferson High School for Science and Technology, Annandale, VA, USA · Department of Computer Science, George Mason University, Fairfax, VA, USA

  7. SAMA: Semantic Anchor-aligned Augmentation for Unified Low-Resource Multimodal Information Extraction

    Jun 17, 2026Quanjiang Guo, Chong Mu, Jiazhou Pan +4Relation ExtractionNamed Entity Recognition

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China

  8. AAbAAC: An Annotated Corpus for Autoimmunity Information Extraction

    Jun 11, 2026Fabien Maury, Solène Grosdidier, Maud de Dieuleveult +1Named Entity RecognitionDocument Information Extraction

    Imagine - U1163, HeKA | U1346 · Inserm, Université Paris Cité, U1163 Institut Imagine, Paris, France · Imagine - U1163 +3

  9. Instruction Finetuning DeepSeek-R1-8B Model Using LoRA and NEFTune

    Jun 9, 2026Wu Yuerong, Mingni LuoNamed Entity RecognitionFine-Tuning

    University of Hong Kong, Hong Kong, China · Northeastern University, Seattle, United States

  10. Beyond Agreement: Scoring Panel-Surfaced Biomedical Entity Candidates for Curator Triage

    May 29, 2026Shuheng Cao, Ruiqi Chen, Renjie Cao +3Named Entity RecognitionLLM-Assisted Annotation

    University of California, San Diego · University of Michigan, Ann Arbor · The Hong Kong University of Science and Technology, Guangzhou +2

  11. ClinicalEncoder26AM: A Multlilingual Diagnosable ColBERT Model; Evidences from the MultiClinNER Shared Task

    May 27, 2026François RemyNamed Entity RecognitionHealthcare

    Parallia AI

  12. PrionNER: A Named Entity Recognition Dataset for Prion Disease Biomedical Literature

    May 27, 2026An Dao, Nhan Ly, Thao Tran +2Named Entity RecognitionHealthcare

    The University of Tokyo, Tokyo, Japan · Medical Doctor, Independent Researcher · Center for Language AI Research, Tohoku University, Sendai, Japan +2

  13. A Lightweight Hybrid Transformer-CRF Architecture for Multi-Type Bangla Medical Entity Recognition

    May 25, 2026Peyal Saha, Ahsanul Haque Hasib, Shoumik Barman PolokNamed Entity RecognitionConditional Random Fields

    Dept. of CSE KUET, Khulna, Bangladesh

  14. SAVER: Selective As-Needed Vision Evidence for Multimodal Information Extraction

    May 20, 2026Miaobo Hu, Shuhao Hu, Bokun Wang +5Relation ExtractionNamed Entity Recognition

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing 100092, China · School of Cyber Security, University of Chinese Academy of Sciences, Beijing 100049, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China

  15. What Do Biomedical NER and Entity Linking Benchmarks Measure? A Corpus-Centric Diagnostic Framework

    May 19, 2026Robert Leaman, Rezarta Islamaj, Zhiyong LuNamed Entity Recognition

    National Library of Medicine, Bethesda, MD

  16. From BERT to T5: A Study of Named Entity Recognition

    May 18, 2026Mei JiaNamed Entity Recognition

    University of Manchester

  17. Context-aware Entity-Relation Extraction for Threat Intelligence Knowledge Graphs

    May 15, 2026Inoussa Mouiche, sherif SaadRelation ExtractionKG Construction

    School of Computer Science, University of Windsor, ON, Canada

  18. Concordance Comparison as a Means of Assembling Local Grammars

    May 12, 2026Juliana Pirovani, Elias de Oliveira, Eric LaporteNamed Entity Recognition

    Universidade Federal do Esp´ırito Santo - UFES · Av. Fernando Ferrari, 514, 29075-910 Vit´oria, ES, Brazil · Universit´e Paris-Est +1

  19. GLiNER-Relex: A Unified Framework for Joint Named Entity Recognition and Relation Extraction

    May 11, 2026Ihor Stepanov, Oleksandr Lukashov, Mykhailo Shtopko +1Relation ExtractionKG Construction

    Knowledgator Engineering, Kyiv, Ukraine · Baldor Technologies Pvt. Ltd. (IDfy), Mumbai, India

  20. GLiNER2-PII: A Multilingual Model for Personally Identifiable Information Extraction

    May 11, 2026Urchade Zaratiana, Ash Lewis, George Hurn-MaloneyNamed Entity RecognitionDocument Information Extraction

    Fastino Labs

  21. PumpSense: Real-Time Detection and Target Extraction of Crypto Pump-and-Dumps on Telegram

    May 10, 2026Ahmed Mahrous, Roberto Di PietroSocial Media AnalysisNamed Entity Recognition

    King Abdullah University of Science and Technology (KAUST) · Thuwal, Saudi Arabia

  22. A Hybrid Method for Low-Resource Named Entity Recognition

    May 6, 2026Do Minh Duc, Quan Xuan Truong, Viet Tran Hong +5Named Entity RecognitionNeuro-Symbolic AI

    Vietnam National University, Hanoi · Center for Biodiversity Monitoring and Investigation · Hanoi University of Science and Technology

  23. Self-Prompting Small Language Models for Privacy-Sensitive Clinical Information Extraction

    May 5, 2026Yao-Shun Chuang, Tushti Mody, Uday Pratap Singh +6Named Entity RecognitionHealthcare

    McWilliams School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX 77030, United States · School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX 77030, United States · School of Dentistry, The University of Texas Health Science Center at Houston, Houston, TX 77054, United States +1

  24. SAM-NER: Semantic Archetype Mediation for Zero-Shot Named Entity Recognition

    May 5, 2026Ruichu Cai, Juntao Gan, Miao Mai +2Named Entity RecognitionCross-Domain Transfer Learning

    School of Computer Science, Guangdong University of Technology · Peng Cheng Laboratory · Nanfang Media Group(Nanfang Daily) +1

  25. Geolocating News about Extreme Climate Events: A Comparative Analysis of Off-the-Shelf Tools for Toponym Identification in German

    May 5, 2026Brielen Madureira, Mariana Madruga de Brito, Andreas NieklerNamed Entity Recognition

    LeipzigLab - Climate Discourse, Leipzig University, Leipzig, Germany · Helmholtz Centre for Environmental Research - UFZ, Leipzig, Germany · Leipzig University, Leipzig, Germany +1

  26. TIJERE: A Novel Threat Intelligence Joint Extraction Model Based on Analyst Expert Knowledge

    May 3, 2026Inoussa Mouiche, Sherif SaadRelation ExtractionNamed Entity Recognition

    School of Computer Science, University of Windsor, 401 Sunset Ave, Windsor, N9B 3P4, ON, Canada

  27. Naamah: A Large Scale Synthetic Sanskrit NER Corpus via DBpedia Seeding and LLM Generation

    Apr 29, 2026Akhil Rajeev P, Annarao KulkarniNamed Entity RecognitionSynthetic Data Generation

    Centre for Development of Advanced Computing (C-DAC), Bangalore

  28. Chinese-SkillSpan: A Span-Level Dataset for ESCO-Aligned Competency Extraction from Chinese Job Ads

    Apr 24, 2026Guojing Li, Zichuan Fu, Junyi Li +6Named Entity Recognition

    City University of Hong Kong · Renmin University of China

  29. Decoding Text Spans for Efficient and Accurate Named-Entity Recognition

    Apr 22, 2026Andrea Maracani, Savas Ozkan, Junyi Zhu +2Efficient Transformer InferenceNamed Entity Recognition

    Samsung Research UK, Staines-upon-Thames, United Kingdom

  30. SAKE: Self-aware Knowledge Exploitation-Exploration for Grounded Multimodal Named Entity Recognition

    Apr 22, 2026Jielong Tang, Xujie Yuan, Jiayang Liu +6Multimodal GroundingNamed Entity Recognition

    Sun Yat-sen University Zhuhai, China · Shandong Normal University Jinan, China · University of the Chinese Academy of Sciences Beijing, China +2