Named-Entity Recognition

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10 papers in the last four weeks, up 11% on the four weeks before. 0.1% of all new papers.

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  1. Better Retrieval, Limited Clustering Gains: A Controlled Study of Multilingual Company Entity Resolution

    Oct 4, 2026Yijiashun Qi, Yuxuan Li, Hanzhe GuoNamed-Entity RecognitionCross-Encoder

    University of Michigan, Ann Arbor, USA · University of Pennsylvania, Philadelphia, PA, USA

  2. RunyaNER: Auxiliary Language Selection for Runyankore NER

    Sep 29, 2026Prosper Arineitwe Asiimwe, Francois Meyer, Jan BuysNamed-Entity RecognitionAfrican Languages

    Department of Computer Science, University of Cape Town

  3. Parts-of-Speech as Emergent Categories in SAE Latent Space

    Sep 24, 2026Alessandro Bondielli, Lucia Passaro, Serena Auriemma +1Semantic RepresentationsSyntactic Structure

    CoLingLab, Department of Philology, Literature and Linguistics, University of Pisa · Department of Computer Science, University of Pisa

  4. ASIRF: An Agentic Framework for Context-Dependent Sensitive Information Redaction

    Sep 24, 2026Sudha Priyadarshini, Mohamed Chahine GhanemModel-Agnostic DefenseAgentic Framework

    University of Liverpool, UK · Keele University, UK

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

    Sep 21, 2026Genis Skura, Antoine Geissbühler, Jean-Luc FalconeNamed-Entity RecognitionLarge Language Model Classification

    University of Geneva

  6. URA-NER: A Unified Retrieval-Augmented Framework with Retrieval Alignment and Uncertainty Reduction for Low-Resource NER

    Sep 21, 2026Jingyu Wang, Shijie Wu, Fusheng JinNamed-Entity RecognitionHierarchical Semantic Alignment

    School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China

  7. Mitigating Entity Type Confusion in Cross-Domain NER via Multidimensional Quantification and Reasoning Enhancement

    Sep 21, 2026Jingyu Wang, Shijie Wu, Fusheng JinNamed-Entity RecognitionEntities

    Beijing Institute of Technology

  8. A Scalable Framework for Automated NER Annotation Correction in Low-Resource Languages

    Sep 16, 2026Toqeer Ehsan, Thamar SolorioNamed-Entity RecognitionNatural Language Processing

    Quantitative Science and Technology Studies (QSTS), VTT Technical Research Centre of Finland Ltd., Espoo, Finland · Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Masdar City, Abu Dhabi, United Arab Emirates

  9. HUMAID-NER: A Disaster Tweet Dataset for Joint Named Entity Recognition and Event Classification via Uncertainty-Weighted Multitask Learning

    Sep 15, 2026Aijaz Ali, Nazish Basir, Sarfaraz Nawaz +2Named-Entity RecognitionIndonesian E-Commerce Reviews

    Department of Software Engineering University of Sindh Jamshoro, Pakistan · Department of Information Technology University of Sindh Jamshoro, Pakistan · Dr. A. H. S. Bukhari Postgraduate Centre of ICT University of Sindh Jamshoro, Pakistan +1

  10. Who Argues What? Joint Argument-Entity Detection and Classification in Political Debates

    Sep 9, 2026Lucio La Cava, Stefano Francesco Monea, Sergio GrecoDebatePolitical Discourse

    DIMES Dept., University of Calabria v. P. Bucci 44Z, 87036 Rende, CS, Italy

  11. Mind the Gap: Robustness Risks in PII Detection Systems

    Sep 3, 2026Adeel Zafar, Slawomir NowaczykRealistic Threat ModelNamed-Entity Recognition

    Center for Applied Intelligent Systems Research, Halmstad University, Sweden

  12. PersianAnonymizer: Evaluating LLM-Labeled Training for Efficient NER-based Anonymization in Persian

    Sep 1, 2026Mohammad Hossein Shalchian, Mostafa Amiri, Amir Mahdi SadeghzadehAnonymizationNamed-Entity Recognition

    1Sharif University of Technology · University of Tehran

  13. TWIX: a Two-Stage Approach for End-To-End Named Entity Recognition and Relation Extraction

    Sep 1, 2026Marco Martinelli, Laura MenottiInformation ExtractionRelation Extraction

    Department of Information Engineering, University of Padova, Padova, Italy

  14. Type-Balanced Contextual Learning for Incremental Named Entity Recognition

    Aug 31, 2026Duzhen Zhang, Yahan Yu, Xiuyi Chen +2Named-Entity RecognitionIn-Context Learning

    Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE · Kyoto University, Kyoto, Japan · Institute of Automation, Chinese Academy of Sciences, Beijing, China +2

  15. Error-Type-Aware Loss Reweighting for Robust Named Entity Recognition with Noisy LLM Labels

    Aug 31, 2026Elena Merdjanovska, Jonas Golde, Alan AkbikNamed-Entity RecognitionAutomatic Labelling

    Humboldt-Universität zu Berlin · Science of Intelligence

  16. Generative vs. Encoder Models for Multilingual NER: A Comprehensive Empirical Study on Naamapadam

    Aug 30, 2026Jakkala Mahesh, Jatavath Shravan Kumar, Komalla Shivani +1Named-Entity RecognitionSentence Encoders

    Rajiv Gandhi University of Knowledge Technologies, Basar, Telangana, India

  17. En-ViMedNER: An English-Vietnamese Parallel Biomedical Corpus with UMLS Semantic Type Annotations

    Aug 30, 2026Nhu Vo, Phuong Nguyen, Nu Uyen Phuong Le +4Named-Entity RecognitionText Corpora

    College of Engineering and Computer Science, VinUniversity, Vietnam · Faculty of Engineering and IT, University of Technology Sydney, Australia · Center for AI Research, VinUniversity, Vietnam +1

  18. PERCEPT: A Corpus for POS Tagging and Analysis of Persian-English Code-Mixing

    Aug 10, 2026Ghazal Kalhor, Zahra Jafari, Amirarsalan Shahbazi +1PersianCode-Switching

    School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran · School of Engineering Science, College of Engineering, University of Tehran, Tehran, Iran · Tehran Institute for Advanced Studies, Khatam University, Tehran, Iran

  19. Mind the Hook: Source-Level Auditing of Privacy Defenses in Retrieval-Augmented Generation

    Aug 10, 2026Yanhang Li, Zhichao Fan, Zexin ZhuangModel AuditingLLM Defense Mechanisms

    Northeastern University · University of Illinois Urbana-Champaign · Southern Methodist University

  20. Enhancing Scientific Named Entity Recognition via Large Language Models: A Type-driven Multi-task Learning Approach

    Aug 9, 2026Tong Bao, Yi Zhao, Heng Zhang +1Named-Entity RecognitionScientific Discovery

    Department of Information Management, Nanjing University of Science and Technology, Nanjing, 210094, China · School of Management, Anhui University, 230000, China · School of Information Management, Central China Normal University, 430070, China

  21. A Modular Part-of-Speech Tagger for Scottish Gaelic using spaCy

    Aug 5, 2026Peter Stefan, Peter J Barclay, Alistair LawsonLow-Resource LanguagesTagging

    School of Computing, Engineering, & the Built Environment, Edinburgh Napier University, 10 Colinton Rd, Edinburgh, Scotland, UK

  22. HomoEnsNER: Does Language Alignment Outperform Architectural Complexity in Gujarati Named Entity Recognition?

    Aug 4, 2026Chandrakant K. BhogayataNamed-Entity RecognitionMotion-Language Alignment

    Maharaja Krishnakumarsinhji Bhavnagar University, Bhavnagar (Gujarat, India)

  23. DiffImaginE: Imagine to Verify Entity Types with Diffusion

    Aug 4, 2026Feng Zhang, Feiyu Han, Rongxin Yang +11Named-Entity RecognitionIdentity-Conditioned Latent Diffusion Models

    1Fuzhou University · 2Chinese Academy of Sciences · 6Fullive Innovation (Beijing) AI Technology Co., Ltd. +5

  24. Unsupervised Multidomain Approaches to Named Entity Recognition with Small Datasets

    Aug 2, 2026Israel Fianyi, James Montgomery, Soonja YeomNamed-Entity RecognitionTransfer Learning

    School of Information Communication Technologies, University of Tasmania, Launceston, Tasmania, Australia · School of Information Communication Technologies, University of Tasmania, Hobart, Tasmania Australia

  25. DE-NER : Zero-shot Named Entity Recognition via Dialogue Elicitation of Large Language Models

    Aug 1, 2026Xuankang Zhang, Jiangming LiuNamed-Entity RecognitionElicitation

    Yunnan University

  26. BERT-based Models vs. Large Language Models for Low-Resource Named Entity Recognition: A Comparative Study on Marathi

    Jul 25, 2026Hariom Ingle, Ronit Ghode, Ishwari Gondkar +2Named-Entity RecognitionBert-Based Models

    Department of Information Technology, PICT, Pune, India · L3Cube Labs, Pune, India · Indian Institute of Technology Madras, Chennai, India

  27. FSE: Continual Learning for Named Entity Recognition by Fast-Slow Experts

    Jul 24, 2026Yunan Zhang, Yang Fan, Heng Li +2Named-Entity RecognitionReplay-Based Continual Learning

    School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, Guangdong, China

  28. A Comparative Evaluation of Embeddings and LLMs in a Greek Book Publisher Setting - The CUP Dataset

    Jul 23, 2026Katerina Papantoniou, Panagiotis Papadakos, Theodore Patkos +3GreekText Embeddings

    ICS-FORTH Heraklion, Greece · Crete University Press Heraklion, Greece · University of Crete, Computer Science Department, Heraklion, Greece

  29. Two-Step Occupation Coding

    Jul 22, 2026Alexander M. Esser, Jens DörpinghausNamed-Entity RecognitionJobs

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

  30. When to Use Extra Context: Evidence-Grounded Terminology Adaptation for Simultaneous Speech Translation

    Jul 20, 2026Zeyu Yang, Satoshi NakamuraSpeech TranslationNamed-Entity Recognition

    The Chinese University of Hong Kong, Shenzhen

  31. CrimeNER Demo: Named-Entity Recognition in the Crime Domain

    Jul 16, 2026Miguel Lopez-Duran, Julian Fierrez, Aythami Morales +7Violence DetectionNamed-Entity Recognition

    BiometricsAI, Universidad Autónoma de Madrid (UAM), Spain

  32. A POS Tier Is the Key to Automated Annotation for Low-Resource Language Documentation: Neural Interlinear Glossing for Irabu, a Southern Ryukyuan Language

    Jul 15, 2026Michinori ShimojiDocument SegmentationGrammaticality

    Kyushu University

  33. DialogPII: A multilingual dataset of synthetic dialog transcripts to detect personal information

    Jun 29, 2026Roland Roller, Vera Czehmann, Derya Erman +13Conversational DatasetsTranscript

    German Research Center for Artificial Intelligence (DFKI), Berlin, Germany. · Technical University Berlin, Berlin, Germany. · Berlin Institute of Health (BIH), Berlin, Germany. +4

  34. LLM-Based Examination of Eligibility Criteria from Securities Prospectuses at the German Central Bank

    Jun 25, 2026Serhii Hamotskyi, Akash Kumar Gautam, Christian HänigLarge Language Model PipelinesGerman

    Anhalt University of Applied Sciences

  35. L3Cube-MahaPOS: A Marathi Part-of-Speech Tagging Dataset and BERT Models

    Jun 23, 2026Hariom Ingle, Ronit Ghode, Ishwari Gondkar +2Natural Language DatasetsTagging

    Department of Information Technology, PICT, Pune, India · L3 Cube Labs, Pune, India · Indian Institute of Technology Madras, Chennai, India

  36. AI-PAVE-Br: Leveraging Large Language Models for Enhanced Product Attribute Value Extraction through a Golden Set Approach

    Jun 23, 2026Murilo Gazzola, Hugo Gobato Souto, Samuel Silva +4Named-Entity RecognitionNatural Language Processing

    LuizaLabs – Center of Excellence in Artificial Intelligence S˜ao Paulo, SP – Brazil · Department of Computing and Informatics – Mackenzie Presbyterian University S˜ao Paulo, SP – Brazil · Institute of Mathematics and Computer Sciences - University of S˜ao Paulo S˜ao Carlos, SP – Brazil

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

    Jun 23, 2026Jordan Lee, Filippos Ventirozos, Abdirahman Abdullahm +3Named-Entity RecognitionExtraction

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

  38. Automatic Part-of-Speech Tagging of Arabic-English Dictionary Senses through WordNet

    Jun 23, 2026Diaa M. Fayed, Aly A. Fahmy, Mohsen A. Rashwan +1Natural Language ProcessingLow-Resource Languages

    Computer Science, Faculty of Computers and Information, Giza, Egypt · EECE, Faculty of Engineering, Giza, Egypt · Arabic Language and Literatures, Faculty of Arts, Giza, Egypt

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

    Jun 22, 2026Xueguang Li, Di Lin, Xue Jiang +2Medical OntologyNamed-Entity Recognition

    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

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

    Jun 20, 2026Bhushan DeshpandeNamed-Entity RecognitionSmells

    Independent Researcher, India

  41. 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 RecognitionLarge Language Model Annotations

    Temple University · University of Illinois Chicago

  42. RedactionBench

    Jun 17, 2026Sean Brynjólfsson, Shashvat Jayakrishnan, Esha Sali +2Named-Entity Recognition

    A10 Networks, Inc.

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

    Jun 17, 2026Quanjiang Guo, Chong Mu, Jiazhou Pan +4AugmentationSemantic Anchor

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

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

    Jun 9, 2026Wu Yuerong, Mingni LuoNamed-Entity RecognitionLarge Language Model Fine-Tuning

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

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

    May 29, 2026Shuheng Cao, Ruiqi Chen, Renjie Cao +3Medical OntologyNamed-Entity Recognition

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

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

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

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

  47. LELA: An End-to-end LLM-based Entity Linking Framework with Zero-shot Domain Adaptation

    May 26, 2026Samy Haffoudhi, Nikola Dobričić, Fabian Suchanek +1Named-Entity RecognitionNatural Language Processing

    IP Paris, LTCI, DIG · T´el´ecom Paris, Institut Polytechnique de Paris · IP Paris +1

  48. Noise-Robust Financial Numerical Entity Attribute Tagging

    May 24, 2026Hsin-Min Lu, Chen-Yang Lai, Yi-Jhen Li +1Financial Question AnsweringNamed-Entity Recognition

    National Taiwan University · National Central University

  49. Structure-Guided Entity Resolution: Fine-Tuning LLMs for Robust Name Matching in Complex Linguistic Contexts

    May 22, 2026Shivam Chourasia, Hitesh Kapoor, Nilesh PatilNamed-Entity RecognitionAmbiguity

    Dream Sports

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

    May 19, 2026Robert Leaman, Rezarta Islamaj, Zhiyong LuMedical OntologyNamed-Entity Recognition

    National Library of Medicine, Bethesda, MD

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

    May 18, 2026Mei JiaNamed-Entity RecognitionBert-Based Models

    University of Manchester

  52. Concordance Comparison as a Means of Assembling Local Grammars

    May 12, 2026Juliana Pirovani, Elias de Oliveira, Eric LaporteNamed-Entity RecognitionContext-Free Grammars

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

  53. PASC: Pipeline-Aware Conformal Prediction with Joint Coverage Guarantees for Multi-Stage NLP and LLM Pipelines

    May 12, 2026Varun KotteLarge Language Model PipelinesOnline Conformal Prediction

    Independent Researcher.

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

    May 11, 2026Ihor Stepanov, Oleksandr Lukashov, Mykhailo Shtopko +1Relation ExtractionNamed-Entity Recognition

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

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

    May 11, 2026Urchade Zaratiana, Ash Lewis, George Hurn-MaloneyNamed-Entity RecognitionMachine-Generated Text Detection

    Fastino Labs

  56. From Traditional Taggers to LLMs: A Comparative Study of POS Tagging for Medieval Romance Languages

    May 9, 2026Matthias Schöffel, Esteban Garces AriasTaggingNatural Language Processing

    Bavarian Academy of Sciences (BAdW), Munich, Germany · Department of Statistics, LMU Munich, Germany · Munich Center for Machine Learning (MCML), LMU Munich, Germany

  57. Benchmarking POS Tagging for the Tajik Language: A Comparative Study of Neural Architectures on the TajPersParallel Corpus

    May 6, 2026Mullosharaf K. ArabovMultilingual Language ModelsTagging

    Institute of Computational Mathematics and Information Technologies Kazan Federal University Kazan, Russia

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

    May 6, 2026Do Minh Duc, Quan Xuan Truong, Viet Tran Hong +5Named-Entity RecognitionNatural Language Processing

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

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

    May 5, 2026Ruichu Cai, Juntao Gan, Miao Mai +2Named-Entity RecognitionMediation

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

  60. 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 NieklerGermanNamed-Entity Recognition

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