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8 papers in the last four weeks, up 33% on the four weeks before. 0.1% of all new papers.

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  1. A Comparative Study of Evaluation Metrics for Long-Document Financial Narrative Summarization with Transformers

    Oct 7, 2026Nadhem Zmandar, Mo El-Haj, Paul RaysonText SummarizationSummarization Evaluation

    UCREL NLP group, School of Computing and Communications, Lancaster University, UK

  2. Whose Voice Survives the Summary? A Voice-Retention Audit of LLM Employee Listening

    Sep 30, 2026Thilo Tamme, Anton Hantel, Bijan Khosrawi-RadText SummarizationSummarization Evaluation

    Technical University of Munich · Massachusetts Institute of Technology · Leuphana University Lüneburg

  3. Can Classical Semantic-Extractive Summarization Be Evaluated in Hindi? A Replication Study

    Sep 24, 2026Showket Ahmad Khan, Mudasir Mohd, Nasrullah Sheikh +4Text SummarizationSummarization Evaluation

    Department of Computer Science, South Campus, University of Kashmir, Anantnag, India · IBM Research, San Jose, CA, USA · Manipal University Jaipur, Dehmi Kalan, Jaipur 303007, Rajasthan, India

  4. Controlled Attribute-Specific Summarization of Interrogative Dialogues

    Sep 23, 2026A Aditya Bhardwaj, Arjit Singh Arora, Md Shad AkhtarText Summarization

    Department of Computer Science and Engineering, IIIT Delhi, New Delhi, 110020, Delhi, India

  5. LexLattice: Multilingual Extractive Summarization via Neural Cellular Automata on Document Hierarchies

    Sep 22, 2026Sujay Uday Rittikar, Sheela RamannaLegal NLPText Summarization

    Applied Computer Science The University of Winnipeg Winnipeg, MB

  6. Preserving What Matters: Semantic Scaffolds Beyond Saturation in Summarization Evaluation

    Sep 18, 2026Nikhil Reddy Pottanigari, Ramin Fahimi, Noah Bolger +2LLM EvaluationText Summarization

    ServiceNow Canada

  7. TIAO: Token Importance-Aware Policy Optimization for Text Summarization

    Sep 15, 2026Qixiu Li, Chenlong Bao, Xiang Zhu +4RL for Language ModelsToken-Level Credit Assignment

    National University of Defense Technology

  8. Reasoning Beyond Transcription: Audio Language Models on Child Stuttering Speech

    Sep 7, 2026Chibuzor Okocha, Christan Grant, Zoey LiuAudio-Language Model EvaluationSpoken Language Understanding

    University of Florida, USA

  9. When Financial Fine-tuning Fails: A Three-Level Detectability Analysis of Numerical Hallucination in Domain-Adapted Language Models

    Sep 7, 2026Xiaodong Li, Peiwei LiuNumerical Reasoning in Language ModelsHallucination in Language Models

    School of Computer Science, Guangzhou College of Applied Science and Technology, Guangzhou, 511370, China · IT Department, COFCO Corporation, Beijing, 100020, China

  10. Improving Health Literacy through Lay Summarization of Radiological Reports: An Evaluation of BioNER and Retrieval-Augmented Generation

    Sep 2, 2026Egecan Çelik Evgin, İlknur Karadeniz, Olcay Taner YıldızText SummarizationRetrieval-Augmented Generation

    Department of Artificial Intelligence and Data Engineering, Özye˘gin University, Türkiye · Department of Computer Engineering, Galatasaray University, Türkiye · Department of Computer Science, Özye˘gin University, Türkiye

  11. LOOMSUM:Weaving Quantitative and Narrative Evidence for Faithful Long Text-Table Summarization

    Aug 31, 2026Meng Zhou, Wenhao You, Wei YuanFactual Consistency EvaluationText Summarization

    University of Toronto · University of Waterloo · Independent Researcher

  12. Improving Argument Saliency Coverage in Small LLMs for Long Legal Opinion Summarization via Sequence-Level Distillation

    Aug 30, 2026Mohamed Elaraby, Ahmed Elhady, Diane LitmanText SummarizationLanguage Model Distillation

    University of Pittsburgh, Pittsburgh, PA, USA · HiTZ Center, University of the Basque Country (UPV/EHU)

  13. Speech-to-SOAP: End-to-End Summarization of Medical Dialogues: KIT@BeTraC 2026

    Aug 25, 2026Enes Yavuz Ugan, Fabian Retkowski, Yuka Ko +4Medical Report GenerationText Summarization

    ISL, Karlsruhe Institute of Technology · AI4LT, Karlsruhe Institute of Technology · InterACT, Carnegie Mellon University

  14. Token Distribution versus Data Volume: Domain Balancing in Multi-Domain Meeting Summarisation

    Aug 16, 2026Ashima Sood, Bryan Gardiner, Joan CondellLLM Fine-TuningText Summarization

    School of Computing, Engineering and Intelligent Systems, Ulster University Londonderry, Northern Ireland, United Kingdom

  15. Don't Scroll Back: Missing-Evidence Memory for Streaming Dialogue Summarization

    Aug 10, 2026Hyangsuk Min, Hwanjun SongConversational MemoryText Summarization

    KAIST

  16. A Grounded and Decomposed Framework for Relation-Level Hallucination Evaluation in Abstractive Summarization

    Aug 8, 2026Praveen Kumar Katwe, Rakesh Chandra Balabantaray, Kali Prasad Vittala +1Hallucination in Language ModelsFactual Consistency Evaluation

    Dept. of CSE IIIT Bhubaneswar Bhubaneswar, Odisha, India · Informatica Bengaluru, Karnataka, India · TEKsystems Global Services Bengaluru, Karnataka, India

  17. MIDAS: Multi-LLM Iterative Data-Adaptive Summarization

    Aug 5, 2026Karen Lee, Dhanashree Balaram, Seojun Shon +1Text SummarizationAutomatic Prompt Optimization

    Volkswagen Group Innovation, California

  18. Decoupling Generation and Selection for Budget-Constrained Faithful Summarization

    Aug 4, 2026Zeyu Wang, Guanghua Wang, Meng XuText SummarizationEvidence-Grounded Generation

    Kean University, USA

  19. A Human-in-the-Loop Corpus for LLM-Based Simplification of Scientific Summaries

    Jul 28, 2026Kyuri Im, Michael FärberLLM-Assisted AnnotationScientific Communication

    ScaDS.AI, Technische Universität Dresden, Dresden, Germany

  20. Reexamining zero-shot summarization: Empirical investigation of trustworthiness of LLM-summarizers

    Jul 23, 2026Vasudha Bhatnagar, Purnima Bindal, Vikas Kumar +1LLM EvaluationText Summarization

    Department of Computer Science, University of Delhi, Delhi, 110007, Delhi, India · Department of Statistics, Ramjas College, University of Delhi, Delhi, 110007, Delhi, India

  21. When Does Knowledge Distillation Hurt? Reliability-Aware Distillation for Low-Resource Language Summarization

    Jul 22, 2026Dipto Sumit, Ankan Kumar Roy Srizon, Sadia Khair Rodela +4Selective Knowledge DistillationText Summarization

    BRAC University, Dhaka, Bangladesh

  22. AutoJourn: Multi-Perspective Summarisation, Bias Detection and Bias Neutralisation for LLM-Generated News in Automated Journalism

    Jul 21, 2026Himel Ghosh, Ahmed Mosharafa, Georg GrohSocial Bias in Language ModelsText Summarization

    Technical University of Munich, Germany · Sapienza University of Rome, Italy

  23. Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge

    Jul 19, 2026Aivo Olev, Tanel AlumäeLLM Hallucination MitigationText Summarization

    Tallinn University of Technology Tallinn, Estonia

  24. A Systematic Evaluation of Traditional Privacy Policy Analysis Tools Against LLMs

    Jul 19, 2026Madhav Aryal, Sudipa Saha, Sunil Manandhar +2Privacy AuditingLLM Evaluation

    University of South Florida · IBM T.J. Watson Research Center

  25. Cost-efficient generative AI summarization for scalable automated essay scoring in educational assessment

    Jul 17, 2026Haowei HuaGenerative AI in EducationAutomated Essay Scoring

    Princeton University, Princeton, NJ, USA

  26. Dialogue Summarization with Emotion Dynamics Using Topic- and Participant-Centric Decomposition

    Jul 16, 2026Linyun Xiang, Mark Neerincx, Stephanie TanText Summarization

    Department of Intelligent Systems, Delft University of Technology

  27. Query-Focused Event Summarization: A Dataset and Benchmark

    Jul 13, 2026Chenyu Hu, Bang WangText SummarizationInformation Retrieval

  28. Large Language Models for Token-Efficient and Semantic-Preserving Opinion Summarization

    Jul 12, 2026Fabrizio Marozzo, Stefano IannicelliText Summarization

    University of Calabria, Rende, Italy

  29. Abstractiveness Metrics for Evaluating Text Summarization: A Refined Formulation with Empirical Validation

    Jul 12, 2026Praveenkumar Katwe, Rakesh Chandra Balabantaray, Kali Prasad VittalaText SummarizationSummarization Evaluation

    Department of Computer Science and Engineering, International Institute of Information Technology, Bhubaneswar, India · Salesforce India Pvt Ltd, Bengaluru, India

  30. A Stepwise Questioning Expert-Editor Multi-Agent Framework for Long-Document Summarization

    Jul 11, 2026Lingyun Shen, Xuejia GuoMulti-Agent LLM SystemsLLM Prompting

    China South Industry Academy BJ 102209, China

  31. Faithful by Design: Evaluating and Improving LLM-Generated Clinical Trial Summaries for Multi-Stakeholder Audiences

    Jul 10, 2026Robert WilliamsHallucination in Language ModelsText Summarization

    University of Texas at Austin Computer & Data Science Online Austin, Texas, USA

  32. psytechlab at CLPsych 2026: Utilising Natural Language Processing methods and Large Language Models for Social Media Text Analysis

    Jul 3, 2026Igor Buyanov, Nafisa Valieva, Ekaterina MazurinaSocial Media AnalysisText Summarization

    Psytechlab

  33. Agent4cs: A Multi-agent System for Code Summarization in Large Hierarchical Codebases

    Jul 1, 2026Yongjian Tang, Ezgi Sarikayak, Doruk Tuncel +2Multi-Agent LLM SystemsSoftware Engineering Agents

    Siemens AG · Technical University of Munich · Munich, Bayern, Germany +2

  34. When Summaries Distort Decisions: Information Fidelity in LLM-Compressed Financial Analysis

    Jun 28, 2026Hoyoung Lee, Suhwan Park, Seunghan Lee +15LLM CompressionLLM Auditing

    UNIST · LinqAlpha · LG AI Research +9

  35. A Tree-of-Thoughts Inspired Hybrid Approach for Legal Case Judgement Summarization using LLMs

    Jun 26, 2026Aniket Deroy, Kripabandhu Ghosh, Saptarshi GhoshLegal NLPLLM Prompting

    IIT Kharagpur India · IISER Kolkata India

  36. Detect, Unlearn, Restore: Defending Text Summarization Models Against Data Poisoning

    Jun 24, 2026Poojitha Thota, Shirin NilizadehLLM AuditingLLM Fine-Tuning

    The University of Texas at Arlington Arlington, Texas, USA

  37. Optimizing Abstractive Summarization With Fine-Tuned PEGASUS

    Jun 24, 2026Sadiul Arefin Rafi, Naimur Rahman, Kazi Nazibul Islam +2Text Summarization

    BRAC University

  38. Automatic Generation of Highlights for Academic Paper Via Prompt-based Learning

    Jun 24, 2026Yi Xiang, Chengzhi Zhang, Heng ZhangPrompt LearningText Summarization

    Department of Information Management, Nanjing University of Science and Technology, Nanjing, China

  39. Less is More: Quality-Aware Training Data Selection for Scientific Summarization

    Jun 23, 2026Maria Nefeli Paraskevopoulou, Tatiana Passali, Grigorios TsoumakasText SummarizationTraining Data Selection

    School of Informatics Aristotle University of Thessaloniki Greece

  40. A BART-based approach with hierarchical strategy for Vietnamese abstractive multi-document summarization

    Jun 17, 2026Vu Nguyen Nguyen Xuan, Huy Ngo QuangText SummarizationLow-Resource Language Processing

    Aimesoft JSC

  41. ScholarSum: Student-Teacher Abstractive Summarization via Knowledge Graph Reasoning and Reflective Refinement

    Jun 17, 2026Bohou Zhang, Xiaoyu Tao, Mingyue Cheng +2LLM Self-RefinementGraph Retrieval-Augmented Generation

    State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China

  42. A Large-Scale Multi-Dimensional Empirical Study of LLMs for Conversation Summarization

    Jun 14, 2026Weixiao Zhou, Gengyao Li, Xianfu Cheng +3LLM EvaluationLong-Context Language Model Evaluation

    CCSE, Beihang University · Fanyu AI Laboratory · MAIS, CASIA

  43. NTS-CoT: Mitigating Hallucinations in LLM-based News Timeline Summarization with Chain-of-Thought Reasoning

    Jun 11, 2026Feng Lyu, Huiqin Yan, Sijing Duan +5LLM Hallucination MitigationText Summarization

    Central South University · Tsinghua University · Nanjing University +2

  44. Detect, Remask, Repair: Diffusion Editing for Faithful Summarization of Evolving Contexts

    Jun 11, 2026Hao Zou, Zachary Horvitz, Chandhru Karthick +2Text SummarizationDiffusion Language Models

    Columbia University New York, NY, USA

  45. ChartLens: A Dual-Branch Framework for Chart Data Correction and Factual Summary Refinement

    Jun 9, 2026Hao Liu, Ruping Cao, Kun Wang +4Document Information ExtractionChart Data Extraction

    1Shandong University · 2Southeast University · 3Harbin Institute of Technology (Shenzhen)

  46. CARE: A Conformal Safety Layer for Medical Summarization

    Jun 8, 2026Suhana Bedi, Bridget Lin, Anson Y. Zhou +5Text SummarizationConformal Risk Control

    Department of Biomedical Data Science, Stanford University · Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University · Department of Computer Science, Stanford University +2

  47. Multilingual Sentiment Aware Text Summarization A Reinforcement Learning Approach for Consistency Maintenance

    Jun 8, 2026Mikhail Krasitskii, Alexander Gelbukh, Olga Kolesnikova +1LLM AlignmentText Summarization

    Instituto Politécnico Nacional (IPN), Centro de Investigación en Computación (CIC), Mexico City, Mexico

  48. Segment-level Tree Search for Long Meeting Document Summarization

    Jun 7, 2026Sangwon Ryu, Heejin Do, Jun Seo +4Monte Carlo Tree SearchText Summarization

    GSAI, POSTECH · ETH Zurich, ETH AI Center · Agentic AI Lab, KT +2

  49. Summarization is Not Dead Yet

    Jun 6, 2026Dongqi Liu, Chenxi Whitehouse, Zheng Zhao +3LLM EvaluationText Summarization

    Saarland University, Max Planck Institute for Informatics · Tencent YouTu Research · University of Cambridge +2

  50. A Multi-Model Metric-based Selection Framework for Abstractive Text summarization

    Jun 3, 2026Ahmed Alansary, Ali HamdiText SummarizationLanguage Model Ensembles

    Faculty of Computer Science · MSA University · Giza, Egypt

  51. Ten Headache Specialists versus Artificial Intelligence for Clinical Literature Summarization: A Critical Evaluation and Comparison

    Jun 3, 2026Alejandro Lozano, Keiko Ihara, Ping-Hao Yang +13Text SummarizationRAG Evaluation

    Stanford University, Palo Alto, CA, USA · Department of Neurology, Mayo Clinic, Rochester, MN, USA · Department of Neurology, Dalhousie University, Halifax, Canada +8

  52. From 'What' to 'How' and 'Why': Sharing LLM-Generated Retrospective Summaries of Older Adults' Passive Tracking Data with Remote Family Members

    Jun 2, 2026Jiachen Li, Reina Szeyi Chan, Akshat Choube +3Multi-Agent LLM SystemsHealthcare

    Northeastern University, Boston, MA, USA

  53. A Training-Free Mixture-of-Agents Framework for Multi-Document Summarization using LLMs and Knowledge Graphs

    Jun 2, 2026Cuong Vuong Tuan, Trang Mai Xuan, Tien-Cuong Nguyen +2Multi-Agent LLM SystemsText Summarization

    Faculty of Artificial Intelligence and Data Science, Phenikaa University, Duong Noi, Ha Noi, Viet Nam · VNPT AI, VNPT Group, Ha Noi, Viet Nam · MobiFone Research and Development Center, MobiFone Corporation, Ha Noi, Viet Nam +1

  54. Understanding LLM Behavior in Multi-Target Cross-Lingual Summarization

    May 31, 2026Sangwon Ryu, Yihong Liu, Mingyang Wang +4Multilingual Language Model EvaluationText Summarization

    GSAI, POSTECH · LMU Munich · MCML +2

  55. Enhancing Factuality through Consensus and Consistency in Summarization Using Minimum Bayes Risk Decoding

    May 28, 2026Riza Setiawan Soetedjo, Yusuke Sakai, Hidetaka Kamigaito +3MBR DecodingText Summarization

    Nara Institute of Science and Technology (NAIST) · Chungnam National University · Institute of Science Tokyo

  56. Hallucination Detection-Guided Preference Optimization for Clinical Summarization

    May 27, 2026Shamanth Kuthpadi Seethakantha, Dung Ngoc Thai, Vara Prasad Gudi +6LLM Self-RefinementLLM Hallucination Mitigation

    1Manning College of Information and Computer Sciences · 2Ensemble HP · 3Columbia University +1

  57. Reverse Probing: Supervised Token-level Uncertainty Quantification for Large Language Models in Clinical Text

    May 27, 2026Bushi Xiao, Sarvesh Soni, Daisy Zhe WangText SummarizationLLM Uncertainty Estimation

    University of Florida Gainesville, FL · U.S. National Library of Medicine Bethesda, MD

  58. Enhancing BiGRU with a KAN Block for Legal Document Classification and Summarization

    May 27, 2026Ahmed Faizul Haque Dhrubo, Souvik Pramanik, Most. Aysha Siddika Sumona +4Recurrent Neural NetworksText Summarization

    Dept. of ECE North South University, Dhaka, Bangladesh

  59. Large Language Model-Powered Query-Driven Event Timeline Summarization in Industrial Search

    May 26, 2026Mingyue Wang, Xingyu Xie, Hang Yang +5Temporal IRText Summarization

    Baidu Inc. Beijing, China

  60. Optimising Factual Consistency in Summarisation via Preference Learning from Multiple Imperfect Metrics

    May 26, 2026Yuxuan Ye, Raul Santos-Rodriguez, Edwin SimpsonFactual Consistency EvaluationText Summarization

    Intelligent System Laboratory University of Bristol United Kingdom