Long-Form Generation

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6 papers in the last four weeks, up 100% on the four weeks before. 0.1% of all new papers.

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  1. SCIC: Scope- and Codebook-Aware Instruction Conditioning for Speaker-Adapted Expressive TTS

    Sep 30, 2026Longyu Lu, Zongwei Du, Mengtao Xing +4ProsodyInstruction

    TaoLive-AIGC Team Taobao & Tmall Group of Alibaba

  2. CineSubBench: Evaluating LLMs on Long-Form Narrative and Cultural Understanding from Multilingual Movie Subtitles

    Sep 28, 2026Mir Tafseer Nayeem, Susmoy Chakraborty, Davood RafieiCultural AwarenessLong-Form Generation

    University of Alberta · Independent Researcher

  3. Scaling Long-Form Story Generation via Narrative State Tracking

    Sep 28, 2026Zhennan Wan, Jianfei ChenNarrative GenerationLong-Form Generation

    Dept. of Comp. Sci. and Tech., Institute for AI, BNRist Center, THBI Lab, Tsinghua-Bosch Joint ML Center, Tsinghua University

  4. agentic-ger: terminology recovery in long-form speech using global context

    Sep 24, 2026Yanqiao Zhu, Wupeng Wang, Zhifu Gao +2Speech Language ModelsAutomatic Speech Recognition

    X-LANCE Lab, Shanghai Jiao Tong University · Shanghai Innovation Institute · Alibaba Token Foundry

  5. Where LLM Graders Succeed and Break: Evidence from Two Computer-Science Exams

    Sep 24, 2026Ali Habibullah, Yazan Alshoibi, Mohammad Alshiekh +2GradingComputer Vision

    KAUST Academy Computer, Electrical & Mathematical Sciences & Engineering (CEMSE) King Abdullah University of Science and Technology (KAUST) Thuwal, Saudi Arabia · Visual Artificial Intelligence Laboratory Oxford Brookes University · KAUST Academy & CEMSE, KAUST +1

  6. BanglaKontho: Closing the Long-Form Gap in Bangla Text-to-Speech

    Sep 24, 2026Mizbaul Haque MarufFlow-Matching Text-To-SpeechBangla

    Vivasoft Limited, Dhaka, Bangladesh

  7. 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

  8. 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

  9. Failure-Aware Long-Form Translation: Design and Implementation of a Recoverable LLM Translation System

    Aug 10, 2026Yanlin YuTranslation QualityLarge Language Models Fail

    University of Tsukuba, Japan · Doctoral Program in International Public Policy · Degree Programs in Humanities and Social Sciences

  10. Vorch-IR: Long-Form Unified Multimodal Identity Replacement Video Generation

    Aug 6, 2026Yaole Wang, Xiaoyu Chen, Xin Ma +5Vision-Language Foundation ModelsFidelity

    Vorch Team · Fudan University

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

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

    Kean University, USA

  12. RH-RAG: Trustworthy Long-Form Generation for Privacy-Constrained Settings

    Aug 2, 2026Raj Shekhar SinghAgentic Retrieval-Augmented Generation SystemsLong-Form Generation

    Indian Institute of Technology, Roorkee Roorkee, Uttarakhand, India

  13. Ripple: Real-Time Streaming Audio-Video Generation With Cross-Modal Recurrent Memory

    Jul 29, 2026Yanbo Ding, Zhizhi Guo, Quanyue Song +4Audio-Video GenerationReal-Time Systems

    Shenzhen Key Lab of Computer Vision and Pattern Recognition, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences · China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd., China · School of Artificial Intelligence, University of Chinese Academy of Sciences +2

  14. On Improving Faithfulness of Podcasts from Documents

    Jul 24, 2026Soumya Dutta, Tejas Indulal Dhamecha, Pannaga ShivaswamyExplanation FaithfulnessFaithfulness

    1Indian Institute of Science · 2Adobe Research

  15. Supra Cognitive Modes: A Routed Architecture for Agent Memory

    Jul 21, 2026Joshua Tobkin, David YangConversational MemoryMemoryagentbench

    Supra Research

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

    Jul 17, 2026Haowei HuaAutomated Essay ScoringSummarization

    Princeton University, Princeton, NJ, USA

  17. Can an Old Dog Be Taught New Tricks? Taking LLMs Beyond Sentence Level Translation

    Jul 15, 2026Alaina BrandtLong-Form Generation

  18. FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality

    Jul 14, 2026Beidi Luan, Rui Sun, Sinuo Wang +5Finance BenchmarksDeep Research

    1StepFun · University of Adelaide · 2FinStep +1

  19. StoryTeller: Training-Free Narrative Grounding for Long-Form Audio Description

    Jul 13, 2026Seung Hyun Hahm, Minh T. Dinh, SouYoung JinVideo StorytellingNarratives

    Dartmouth College, USA

  20. GEIS: A Generation-Evaluation-Improvement Loop of Agent Skills for Long-Form Article Generation

    Jul 13, 2026Jiale Zhang, Juntao Hu, Zhijian OuLong-Form GenerationAi-Assisted Writing

    Speech Processing and Machine Intelligence (SPMI) Lab, Tsinghua University, China · TasiTech Co., Ltd., China

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

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

    China South Industry Academy BJ 102209, China

  22. Narrative World Model: Narratology-Grounded Writer Memory for Long-Form Fiction

    Jul 6, 2026Mohammad Saifullah, Thomas Kornmaier, Taaha Kazi +3NarrativesConversational Memory

    PocketFM

  23. Evaluating LLM Uncertainty in Long-Form Generation Using Deterministic Ground Truth

    Jul 4, 2026Ido Amit, Ido Galil, Ran El-YanivLarge Language Model UncertaintyLong-Form Generation

    1Technion · 2Nvidia

  24. Reasoning LLM Improves Speaker Recognition in Long-form TV Dramas

    Jul 2, 2026Yuxuan Li, Lingxi Xie, Xinyue Huo +6SpeakerVideo Understanding

    Tsinghua University, China · Huawei Inc., China · University of Chinese Academy of Sciences, China +1

  25. Towards Real-World Ultrasound Understanding: Large Vision-Language Models from Multi-Image Examinations with Long-Form Reports

    Jul 2, 2026Bingcong Yan, Chunlei Li, Jingliang Hu +3UltrasoundMedical Vision-Language Models

    1MedAI Technology (Wuxi) Co. Ltd. · 2Technical University of Munich

  26. From Personas to Plot: Character-Grounded Multi-Agent Story Generation for Long-Form Narratives

    Jul 1, 2026Aayush Aluru, Chloe Ho, Muhammad Hammouri +5Narrative GenerationLong-Form Generation

    Pocket FM · Princeton University · University of Michigan +2

  27. Not All Claims Are Equally Risky: FACTOR for Adaptive Verification in Factual Long-Form Generation

    Jun 21, 2026Areeba Hassan, Arooj Kausar, Syeda Kisaa Fatima +2FactsLong-Form Generation

    School of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, Pakistan

  28. MagpieTTS-LF: Inference-Time Long-Form Speech Generation Without Training on Long-Form data

    Jun 16, 2026Subhankar Ghosh, Jason Li, Paarth Neekhara +4Long-Form GenerationProsody

    NVIDIA Corporation, USA

  29. VinQA: Visual Elements Interleaved Long-form Answer Generation for Real-World Multimodal Document QA

    Jun 15, 2026Young Rok Jang, Hyesoo Kong, Kyunghwan An +3Modality-Specific EncodersLong-Form Generation

    LG AI Research

  30. Adaptive Nucleus Truncation for Long-Form Reasoning

    Jun 12, 2026Ousmane Amadou DiaLLM Reasoning StrategiesTruncation

  31. IS-CoT: Breaking the Long-form Generation Collapse via Interleaved Structural Thinking

    Jun 8, 2026Zechen Sun, Yuyang Sun, Zecheng Tang +6Long-Form GenerationLarge Language Model Generation

    Institute of Computer Science and Technology, Soochow University · 2Information Research Center of Military Science, PLA Academy of Military Science

  32. Illusions of the Gold Standard: A Large-scale Analysis of Human Evaluation Protocols for Long-form Text Generation

    Jun 6, 2026Katelyn Xiaoying Mei, Yi-Li Hsu, Minjoon Choi +5ReproducibilityLong-Form Generation

    University of Washington · National Tsing Hua University · Seoul National University +2

  33. Building Reliable Long-Form Generation via Hallucination Rejection Sampling

    Jun 2, 2026Lin Li, Georgia Channing, Suhaas M Bhat +2Large Language Model HallucinationLong-Form Generation

  34. SagaQA: A Multi-hop Reasoning Benchmark for Long-form Narrative Understanding in TV Series

    Jun 2, 2026Galann Pennec, Zhengyuan Liu, Nicholas Asher +2Multi-Hop ReasoningReasoning Benchmark

    IRIT, University of Toulouse, France · Agency for Science, Technology and Research (A*STAR), Singapore · CNRS, IRIT, France

  35. AnyEdit++: Adaptive Long-Form Knowledge Editing via Bayesian Surprise

    May 31, 2026Bowen Tian, Caixue He, Jiemin Wu +4Multimodal Knowledge EditingEdit

    The Hong Kong University of Science and Technology (Guangzhou), Guangzhou 511400, China · Southeast University, Nanjing, China · Knowin AI, Shenzhen, China +2

  36. MangaFlow: An End-to-End Agentic Framework for Controllable Story to Manga Generation

    May 27, 2026Muyao Wang, Zeke Xie, Yanhao Chen +2LayoutsLong-Form Generation

    The University of Tokyo · Hong Kong University of Science and Technology (Guangzhou)

  37. Not All Tokens Matter Equally: Dynamic In-context Vector Distillation with Decisive-Token Supervision for Long-form Medical Report Generation

    May 26, 2026Ning Wu, Rui Liu, Xinkun Lin +5Medical Report GenerationToken-Level Supervision

    UNSW Sydney, Sydney, Australia · University of Technology Sydney, Sydney, Australia · School of Computer Science and Engineering, Sun Yat-sen University, China +2

  38. Tournament-GRPO: Group-Wise Tournament Rewards for Reinforcement Learning in Open-Ended Long-Form Generation

    May 26, 2026Zixuan Yang, Yiqun Chen, Wei Yang +7Group-Based Reinforcement LearningCompetition

    Renmin University of China · University of Southern California · Zhejiang University +1

  39. When Reasoning Supervision Hurts: TTCW-Based Long-Form Literary Review Generation

    May 19, 2026Jinlong Liu, Mohammed Bahja, Mark LeeLong-Form GenerationLiterature Review

    School of Computer Science, University of Birmingham, United Kingdom

  40. Evaluation Drift in LLM Personality Induction: Are We Moving the Goalpost?

    May 16, 2026Prateek Rajput, Yewei Song, Iyiola E. Olatunji +2PersonalityLong-Form Generation

    University of Luxembourg, Esch-sur-Alzette, Luxembourg

  41. Mitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language Models

    May 14, 2026Sujung Hong, Chanyong Yoon, Seong Jae HwangWeak Visual GroundingLong-Form Generation

    Department of Artificial Intelligence, Yonsei University, Seoul, Republic of Korea.

  42. Only Say What You Know: Calibration-Aware Generation for Long-Form Factuality

    May 3, 2026Wen Luo, Guangyue Peng, Liang Wang +7FactsLong-Form Generation

    State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University Research Asia · MSRA · Microsoft

  43. On Stable Long-Form Generation: Benchmarking and Mitigating Length Volatility

    May 2, 2026Zhitao He, Haolin Yang, Rui Min +2Long-Form GenerationLarge Language Model Generation

    Hong Kong University of Science and Technology

  44. LongSumEval: Question-Answering Based Evaluation and Feedback-Driven Refinement for Long Document Summarization

    Apr 28, 2026Huyen Nguyen, Haoxuan Zhang, Yang Zhang +2SummarizationLong-Form Generation

    Cigna Group Evernorth Health Services Austin, Texas, USA · dept. of Information Science University of North Texas Denton, Texas, USA · dept. of Data Science University of North Texas Denton, Texas, USA

  45. IUQ: Interrogative Uncertainty Quantification for Long-Form Large Language Model Generation

    Apr 16, 2026Haozhi Fan, Jinhao Duan, Kaidi XuLarge Language Model UncertaintyLong-Form Generation

    University of Pennsylvania · 2UNC Chapel Hill · 3City University of Hong Kong

  46. GRADE: Probing Knowledge Gaps in LLMs through Gradient Subspace Dynamics

    Apr 3, 2026Yujing Wang, Yuanbang Liang, Yukun Lai +2Reasoning GapsGradient

    Beihang University · Cardiff University · King’s College London

  47. Who Wrote the Book? Detecting and Attributing LLM Ghostwriters

    Mar 30, 2026Anudeex Shetty, Qiongkai Xu, Olga Ohrimenko +1AuthorshipAi-Assisted Writing

    School of Computing and Information Systems, The University of Melbourne, Australia · School of Computing, FSE, Macquarie University, Australia

  48. Towards Long-Form Spatio-Temporal Video Grounding

    Feb 26, 2026Xin Gu, Bing Fan, Jiali Yao +5Video Temporal GroundingSpatio-Temporal Attention

    University of Chinese Academy of Sciences · 2UNT · Institute of Software Chinese Academy of Sciences +2

  49. FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion

    Feb 5, 2026Zhuokun Chen, Jianfei Cai, Bohan ZhuangDiffusion Language ModelsEfficient Long-Context Inference

    1Monash University · 2Zhejiang University

  50. ILRR: Inference-Time Steering Method for Masked Diffusion Language Models

    Jan 29, 2026Eden Avrahami, Eliya NachmaniDiffusion Language ModelsMasked Diffusion Language Models

    School of Computer Science, Tel Aviv University, Israel · Department of Electrical and Computer Engineering, Ben Gurion University, Beer Sheva, Israel.

  51. AdversaRiskQA: An Adversarial Factuality Benchmark for High-Risk Domains

    Jan 21, 2026Adam Szelestey, Sofie van Engelen, Tianhao Huang +3FactsLarge Language Model Reliability

    Eindhoven University of Technology Eindhoven, Netherlands

  52. FastSLM: Hierarchical Temporal Abstraction for Efficient Long-Form Speech Adaptation

    Jan 8, 2026Junseok Lee, Chang-Jae ChunSpeech Language ModelsToken Compression

    OKESTRO · Sejong University

  53. Simulstream: Open-Source Toolkit for Evaluation and Demonstration of Streaming Speech-to-Text Translation Systems

    Dec 19, 2025Marco Gaido, Sara Papi, Mauro Cettolo +2Speech TranslationSeed-Tts-Eval Benchmark

    Fondazione Bruno Kessler, Trento, Italy