Summarization

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9 papers in the last 28 days · 0.2% of indexed attention

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Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Summarization.

Period ending 2026-09-07

5 new papers

A weekly snapshot of new work published in Summarization.

182 papers

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

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

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

    Sep 7, 2026Chibuzor Okocha, Christan Grant, Zoey LiuAccented SpeechTranscription

  3. 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 HallucinationVisual Hallucinations

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

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

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

    Sep 3, 2026Qiankun Ma, Yanjiang Zhou, Zinan Xiong +5LLM Reasoning MethodsBudgets

  6. SGD-KV: Summarization Guided KV Cache Compression

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

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

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

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

    Aug 31, 2026Meng Zhou, Wenhao You, Wei YuanSummarizationNarratives

  9. 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

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

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

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

    Aug 11, 2026Nicola Giuseppe Marchioro, Gabriele Padovani, Amal Gueroudji +5Workflow Automation and OptimizationModel Provenance

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

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

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

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

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

    Aug 10, 2026Hyangsuk Min, Hwanjun SongConversational MemorySummarization

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

    Aug 10, 2026Joshua Castillo, Santosh Nukavarapu, Ravi MukkamalaAgentic CrawlersEvidence-Grounded Reasoning

  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 Detection FrameworkSummarization

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

    Aug 7, 2026Xiuwei Shang, Li Hu, Xiao Jiang +7Reverse EngineeringSummarization

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

    Aug 7, 2026Junghwan Park, Sangcheol Sim, Woojin Cho +1Cloud-Aware Earth Observation SequencesEarth Observation

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

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

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

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

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

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

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

    Jul 30, 2026Mengfei Ran, Yifeng Shen, Ruijie GuanCausal InferencesEstimators

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

    Jul 30, 2026Xianpeng Zhang, Jiahua Yang, Dongyu Chen +7Large Multimodal ModelsSummarization

  24. SciDataSailor: Deep Scientific Data Exploring

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

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

    Jul 28, 2026Kyuri Im, Michael FärberSummarizationSimplification

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

    Jul 28, 2026Katsuya Ogata, Zongshang Pang, Mayu Otani +1Video EditingSummarization

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

    Jul 23, 2026Katerina Papantoniou, Panagiotis Papadakos, Theodore Patkos +3Multi-Hop RetrievalAncient Greek

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

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

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

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

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

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

  31. 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

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

    Jul 20, 2026Rui Chu, Yingjie LaoVideo UnderstandingLarge Multimodal Models

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

    Jul 20, 2026Wenyan Xu, Alizer WongVision TransformerAdaptive Feature Suppression Weights

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

    Jul 19, 2026Aivo Olev, Tanel AlumäeSpeech TranscriptionsTranscription

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

    Jul 18, 2026Mohammad Arvan, Amber E. Osterholt, Bailee Rue +5Artificial Intelligence ReviewersScholar Data

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

    Jul 17, 2026Haowei HuaAutomated Essay ScoringSummarization

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

    Jul 16, 2026Linyun Xiang, Mark Neerincx, Stephanie TanSummarizationEmotion

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

    Jul 13, 2026Chenyu Hu, Bang WangSummarizationOpen-Domain Event Extraction

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

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

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

    Jul 12, 2026Fabrizio Marozzo, Stefano IannicelliSummarizationToken-Level Uncertainty

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

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

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

    Jul 11, 2026Lingyun Shen, Xuejia GuoSummarizationLong-Form Generation

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

    Jul 10, 2026Robert WilliamsLarge Language Model ReliabilityExplanation Faithfulness

  44. Heat-Kernel Entropy Profiles and Geometric Effective Sample Size for Weighted Measures on Manifolds

    Jul 7, 2026Kisung YouWasserstein DistanceSample Size

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

    Jul 1, 2026Yongjian Tang, Ezgi Sarikayak, Doruk Tuncel +2CodebasesCoding Agents

  46. A Good Talk Does not Look Like a Summary, It Teaches You! Measuring Takeaways from Paper-to-Video Talks

    Jun 26, 2026Ishani Mondal, Aparna Garimella, Ananya Sai +2Video UnderstandingMulti-Dimensional Evaluation

  47. Scaling limit of the Random Language Model

    Jun 26, 2026Eric De GiuliContext-Free GrammarsScaling Laws

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

    Jun 26, 2026Aniket Deroy, Kripabandhu Ghosh, Saptarshi GhoshSummarizationInstruction-Tuned Large Language Models

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

    Jun 24, 2026Poojitha Thota, Shirin NilizadehSummarizationData Poisoning

  50. Optimizing Abstractive Summarization With Fine-Tuned PEGASUS

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

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

    Jun 24, 2026Yi Xiang, Chengzhi Zhang, Heng ZhangSummarizationAcademic Papers

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

    Jun 23, 2026Maria Nefeli Paraskevopoulou, Tatiana Passali, Grigorios TsoumakasSummarizationScientific Papers

  53. Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

    Jun 23, 2026Shiding Zhu, Yudi Qi, Yajie Wang +6Large Language Model AgentsSingle-Agent

  54. Measuring & Mitigating Over-Alignment for LLMs in Multilingual Criminal Law Courts

    Jun 22, 2026Arthur Wuhrmann, Gaetan Stein, Daniel Brunner +1Large Language Model AlignmentRefusals

  55. TraceView: Interactive Visualization of Agentic Program Repair Trajectories

    Jun 20, 2026Amirali Sajadi, Tu Nguyen, Kimmie Huynh +2TracesStep-Level Failure Attribution

  56. Fixed RAG Compression Collapses Measured Reader Scaling

    Jun 20, 2026Sugam Panthi, Rabab AbdelfattahModel and Context CompressionReading

  57. Two Layers of Instability in Causal Estimation

    Jun 19, 2026Alexis BellotCausal InferencesEstimators

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

    Jun 17, 2026Vu Nguyen Nguyen Xuan, Huy Ngo QuangSummarizationVisual Document Retrieval

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

    Jun 17, 2026Bohou Zhang, Xiaoyu Tao, Mingyue Cheng +2SummarizationScholar Data

  60. A Unified Framework for Context-Aware and Relation-Aware Graph Retrieval-Augmented Generation

    Jun 16, 2026Haoyang Zhong, Yifei Sun, Antong Zhang +3Graph-Based Retrieval Augmented GenerationRetrieval-Augmented Generation