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20 papers in the last four weeks, up 43% on the four weeks before. 0.2% of all new papers.

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  1. ASCRIBE: Atomic and Significance-Based Reasoning for Thai Clinical SOAP Note Generation

    Oct 1, 2026Tarm Kalavantavanich, Teerawut Ponarchar, Pattaramanee Arsomngern +5Clinical Reasoning TrainingSummarization

    Looloo Health, Thailand · Kasetsart University, Thailand · Mahidol University, Thailand

  2. Overview of BioASQ 2026: The fourteenth BioASQ Challenge on Large-Scale Biomedical Semantic Indexing and Question Answering

    Sep 30, 2026Anastasios Nentidis, Georgios Katsimpras, Anastasia Krithara +18Biomedical TextSummarization

    National Center for Scientific Research “Demokritos”, Athens, Greece · Barcelona Supercomputing Center, Barcelona, Spain · Lomonosov Moscow State University, Russia +6

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

    Sep 30, 2026Thilo Tamme, Anton Hantel, Bijan Khosrawi-RadSummarizationModel Auditing

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

  4. Summarize Before Grounding: Query-Guided Chunk Condensation for Long-Video Temporal Grounding

    Sep 28, 2026Nanxing Hu, Xiaoyue Duan, Qiwei Yan +3Video Temporal GroundingTemporal Grounding

    Beihang University · University of the Chinese Academy of Sciences · Institute of automation, Chinese academy of science

  5. RoutePrism: Tracing Construction Order Effects in Agent Memory

    Sep 28, 2026Dong Xu, Zhangfan Yang, Jiantao Wu +5Peak MemoryConstruction

    School of Artificial Intelligence, Shenzhen University · EasternDawn · School of Computer Science, University of Nottingham Ningbo

  6. Grounding Memory Summarization in Utility Intent

    Sep 27, 2026Zhenyu Lei, Mingjia Shi, Xingbo Fu +3Conversational MemorySummarization

    University of Virginia · Northeastern University

  7. CHI: A Composite Hallucination Index Unifying Entity, Relation, and Quantity Dimensions for Summarization Evaluation

    Sep 27, 2026Praveenkumar Katwe, Rakesh Chandra Balabantaray, Kali Prasad VittalaSummarizationCitation Hallucination

    International Institute of Information Technology Bhubaneswar, India · Salesforce India Pvt Ltd, Bengaluru, India

  8. IterSynth: Rethinking Deep Search Agents via Role-Decoupled Iterative Synthesis

    Sep 24, 2026Xingyu Wu, Yuchen Yan, Zhengxi Lu +9Search AgentsAgent2Agent

    Zhejiang University · Tencent

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

    Sep 24, 2026Showket Ahmad Khan, Mudasir Mohd, Nasrullah Sheikh +4SummarizationHindi

    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

  10. Controlled Attribute-Specific Summarization of Interrogative Dialogues

    Sep 23, 2026A Aditya Bhardwaj, Arjit Singh Arora, Md Shad AkhtarSummarizationDigital Forensics

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

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

    Sep 22, 2026Sujay Uday Rittikar, Sheela RamannaSummarizationDocument

    Applied Computer Science The University of Winnipeg Winnipeg, MB

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

    Sep 18, 2026Nikhil Reddy Pottanigari, Ramin Fahimi, Noah Bolger +2SummarizationScaffolds

    ServiceNow Canada

  13. Summarization Bias: The Directional Collapse of Objective Projection into Told-Mode Labels in Large Language Models --- A Conceptual Framework and Registered Test Protocol

    Sep 17, 2026Levent BulutLarge Language Model BiasSummarization

    Independent Researcher

  14. Integrating knowledge from case reports: a medical ontology based multimodal information system with structured summary

    Sep 17, 2026Shuyu Guo, Lan Huang, Yichen Liu +2Multimodal Clinical DataElectronic Health Records

    College of Computer Science and Technology Jilin University Changchun · College of Software Jilin University Changchun · Department of Laboratory Medicine Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China Chengdu

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

    Sep 15, 2026Qixiu Li, Chenlong Bao, Xiang Zhu +4SummarizationToken-Level Uncertainty

    National University of Defense Technology

  16. Unified Agentic Video Editing Across Levels of Complexity and Creativity

    Sep 14, 2026Surabhi S. Nath, Kim Ferres, Milan Petrović +1Video EditingAgentic

    Bertelsmann AI Hub · Max Planck Institute for Biological Cybernetics · scieneers GmbH

  17. Zero-shot video highlight detection based on text descriptions and synthetic images

    Sep 13, 2026Michal Byra, Alberto Presta, Grzegorz Stefanski +1Ai-Generated Video DetectionFine-Grained Video Understanding

    Samsung AI Center, Warsaw, Poland · Institute of Fundamental Technological Research, Polish Academy of Sciences, Warsaw, Poland

  18. EviSI: An Evidence-Based Evaluation Agent for Simultaneous Interpreting

    Sep 8, 2026Ben Yan, Zongyao Li, Xiaoyu Chen +6Speech TranslationEvaluation Agent

    1Huawei Translation Service Center, Beijing, China · School of Informatics, Xiamen University, China

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

    Sep 7, 2026Chibuzor Okocha, Christan Grant, Zoey LiuTranscriptionSummarization

    University of Florida, USA

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

    Sep 7, 2026Xiaodong Li, Peiwei LiuLarge Language Model AdaptationModel Fine-Tuning

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

  21. KnowVis: Knowledge-Centric Visual Summarization for Video Lectures

    Sep 3, 2026Yi Xu, Yifan Hou, Xiaoyu ZhangVideo UnderstandingSummarization

    City University of Hong Kong · ETH Zürich

  22. GrowPage: On-Demand KV Budgeting for Efficient LLM Reasoning Serving

    Sep 3, 2026Qiankun Ma, Yanjiang Zhou, Zinan Xiong +5LLM Reasoning StrategiesEfficient Large Language Model

    Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences · Pengcheng Laboratory · University of Chinese Academy of Sciences

  23. SGD-KV: Summarization Guided KV Cache Compression

    Sep 3, 2026Zeyu Liu, Woomin Song, Xuandi Fu +5Key-Value Cache CompressionEfficient Long-Context Inference

    USC, USA · KAIST, Korea · Amazon AGI, USA

  24. Beyond Scores: Understanding LLM-as-a-Judge Mechanisms in Summarization Evaluation

    Sep 1, 2026Himil Vasava, Ming JiangLlm-As-A-JudgeSummarization

    University of Wisconsin-Madison

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

    Aug 31, 2026Meng Zhou, Wenhao You, Wei YuanSummarizationLong-Form Generation

    University of Toronto · University of Waterloo · Independent Researcher

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

    Aug 30, 2026Mohamed Elaraby, Ahmed Elhady, Diane LitmanSummarizationSmall Large Language Models

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

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

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

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

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

    Aug 16, 2026Ashima Sood, Bryan Gardiner, Joan CondellBalanced LearningNatural Language Datasets

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

  29. AI Guardrail Survival under Single-Cycle Agentic Self-Summarization

    Aug 11, 2026Ted Kwartler, Alan Aqrawi, Arian AbbasiCompactionSummarization

    Harvard Extension School, Harvard University; Americas Advanced AI Practice Lead, Accenture. · Accenture.

  30. Workflow Cards: Structured Summaries of Workflow Executions Using Provenance Data

    Aug 11, 2026Nicola Giuseppe Marchioro, Gabriele Padovani, Amal Gueroudji +5Agentic Workflow DesignGeneration Provenance

    University of Trento, Trento, Italy · Argonne National Laboratory, Lemont, IL, USA · Oak Ridge National Laboratory, Oak Ridge, TN, USA

  31. VoxSumm: A Multilingual Corpus of Long-Form Spoken News for Joint Summarization and Translation

    Aug 11, 2026Yejin Jeon, Marie Maltais, Virginia Ceccatelli +2SummarizationMultilingual Benchmark

    Mila - Quebec AI Institute · McGill University, Canada · Google DeepMind +1

  32. Learning Preference Adaptation for Large Language Model Personalization via Verbal Reinforcement Learning

    Aug 10, 2026Yuting Liu, Wei Wu, Jianzhe Zhao +1Large Language Model PersonalizationPreference Alignment

    Software College, Northeastern University, China · Ant International

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

    Aug 10, 2026Hyangsuk Min, Hwanjun SongConversational MemorySummarization

    KAIST

  34. Guardian Crawler: Retrieval-First Knowledge Discovery with Bounded LLM Augmentation for Noisy Web Intelligence

    Aug 10, 2026Joshua Castillo, Santosh Nukavarapu, Ravi MukkamalaAgentic CrawlersSummarization

    Department of Computer Science Old Dominion University

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

    Aug 8, 2026Praveen Kumar Katwe, Rakesh Chandra Balabantaray, Kali Prasad Vittala +1Citation Hallucination DetectionSummarization

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

  36. Beyond Text Matching: Towards Reference-Free Evaluation for Human-Oriented Binary Reverse Engineering

    Aug 7, 2026Xiuwei Shang, Li Hu, Xiao Jiang +7Reverse EngineeringRaw Judge Outputs

    University of Science and Technology of China Hefei, China · Singapore Management University Singapore · University of Alberta & Alberta Machine Intelligence Institute Edmonton, Canada +1

  37. Summarize First, Download Later: Onboard VLMs for Bandwidth-Efficient Earth Observation

    Aug 7, 2026Junghwan Park, Sangcheol Sim, Woojin Cho +1Trustworthy Earth Observation DecisionsEarth Observation

    TelePIX · 07330, Seoul, South Korea

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

    Aug 5, 2026Karen Lee, Dhanashree Balaram, Seojun Shon +1Summarization

    Volkswagen Group Innovation, California

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

    Aug 4, 2026Zeyu Wang, Guanghua Wang, Meng XuSummarizationLong-Form Generation

    Kean University, USA

  40. Averaging Bias: Human Faithfulness Annotations are not Locally Faithful

    Jul 31, 2026Huajian Zhang, Yiyang Feng, Jiawei ZhouExplanation FaithfulnessFaithfulness

    Stony Brook University

  41. Doubly Robust Functional Representation Learning for Longitudinal Causal Inference with Irregular Histories

    Jul 30, 2026Mengfei Ran, Yifeng Shen, Ruijie GuanRepresentation LearningSummarization

    Academy of Life and Natural Sciences, Xi’an Jiaotong-Liverpool University, Suzhou, China · Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China

  42. MMLDSum-LLM: Multimodal Long-Document Summarization with Visual-Alignment and Keyword-Aware

    Jul 30, 2026Xianpeng Zhang, Jiahua Yang, Dongyu Chen +7Multimodal Large Language ModelsMultimodal Documents

    OPPO Guangdong Mobile Telecommunications Co., Ltd.

  43. SciDataSailor: Deep Scientific Data Exploring

    Jul 29, 2026Jiyong Rao, Yicheng Qiu, Chi Zhang +2Data Science AgentsAgentic Discovery

    Shanghai Artificial Intelligence Laboratory · Tongji University

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

    Jul 28, 2026Kyuri Im, Michael FärberSummarizationSimplification

    ScaDS.AI, Technische Universität Dresden, Dresden, Germany

  45. MEDit-Bench: A Dataset for Evaluating Message-Driven Narrative Video Editing

    Jul 28, 2026Katsuya Ogata, Zongshang Pang, Mayu Otani +1Video EditingMulti-Image Editing Benchmarks

    1The University of Osaka · 2CyberAgent, Inc.

  46. 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

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

    Jul 23, 2026Vasudha Bhatnagar, Purnima Bindal, Vikas Kumar +1Large Language Model ReliabilitySummarization

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

  48. Transformer-Assisted LLM-Based Source Code Summarisation: to Enable More Secure Software Development

    Jul 23, 2026Jesse Phillips, Tracy Hall, Paul Rayson +1Code QualitySummarization

    School of Computing and Communications, Lancaster University, UK · School of Computing · College of Engineering & Computer Science, VinUniversity, Vietnam

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

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

    BRAC University, Dhaka, Bangladesh

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

    Jul 21, 2026Himel Ghosh, Ahmed Mosharafa, Georg GrohHeadlinesLarge Language Model Bias

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

  51. HAS: Highlight-guided Attention Steering for Multimodal LLM Video Summarization

    Jul 20, 2026Rui Chu, Yingjie LaoVideo UnderstandingSummarization

    Tufts University, Medford, MA, USA

  52. BMFA: Boundary-Minority Free-Energy Adaptive Screening

    Jul 20, 2026Wenyan Xu, Alizer WongVision TransformerImagenet

    1Guangdong University of Technology · School of Computer Science, Peking University · 3ManXis

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

    Jul 19, 2026Aivo Olev, Tanel AlumäeTranscriptTranscription

    Tallinn University of Technology Tallinn, Estonia

  54. Real-World Evaluation of an AI Agent Drafting Translational Impact Summaries

    Jul 18, 2026Mohammad Arvan, Amber E. Osterholt, Bailee Rue +5Scholar Information DatabaseArtificial Intelligence Agents

    University of Illinois Chicago, Chicago, IL, USA

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

    Jul 17, 2026Haowei HuaAutomated Essay ScoringSummarization

    Princeton University, Princeton, NJ, USA

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

    Jul 16, 2026Linyun Xiang, Mark Neerincx, Stephanie TanSummarizationConversational Datasets

    Department of Intelligent Systems, Delft University of Technology

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

    Jul 13, 2026Chenyu Hu, Bang WangSummarizationQuestion-Answering Benchmarks

  58. CGS: Configurable Graph Summarization with Bounded Neighborhood Loss and Query Support

    Jul 13, 2026Shubhadip Mitra, Sona Elza Simon, C Oswald +2SummarizationAssistant

    Blue Yonder India Pvt. Ltd., Bengaluru, India · Centre for Machine Intelligence and Data Science, Indian Institute of Technology Bombay, Mumbai, India · Dept. of Computer Science and Engineering, National Institute of Technology Tiruchirappalli, Tiruchirapalli, India +2

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

    Jul 12, 2026Fabrizio Marozzo, Stefano IannicelliSummarization

    University of Calabria, Rende, Italy

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

    Jul 12, 2026Praveenkumar Katwe, Rakesh Chandra Balabantaray, Kali Prasad VittalaSummarizationEvaluation Metrics

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