Large Language Model Generation

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13 papers in the last four weeks, up 117% on the four weeks before. 0.1% of all new papers.

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  1. Improving Diversity in LLM Short Story Generation

    Oct 5, 2026Zahra Solati Dehkordi, Vasileios LamposNarrative GenerationLarge Language Model Generation

    Centre for Artificial Intelligence Department of Computer Science University College London, UK

  2. FORGE: Verification-Gated Behavioral Repair for Generative Language Models

    Oct 4, 2026Hsin-Ling Hsu, Min-Yu Chen, Nai-Chia Chen +3Large Language Model Generation

    Department of Management Information Systems National Chengchi University Taipei, Taiwan

  3. Gacha Decoding: Eliciting Diverse Generations Through Instruction Following

    Oct 1, 2026Scott Geng, Yufei Zhang, Joseph Lee +3Large Language Model GenerationDiversity

    University of Washington · Meta Superintelligence Labs

  4. HHR: Hierarchical Hash Retrieval for Efficient LLM Generation

    Oct 1, 2026Lianjun Liu, Tiantian Zheng, You Huang +5LLM Inference OptimizationDynamic Sparse Attention

    Hainan University, Haikou, China · Xiamen University, Xiamen, China · Zhejiang Normal University, Jinhua, China

  5. Teaching LLMs to Generate Challenging MILP Instances via Solver Feedback

    Sep 29, 2026Jitin Singla, Parikshit Pareek, Pratik Jawanpuria +1Mixed-Integer ProgrammingHard

    IIT Roorkee · IIT Bombay · IIT Delhi

  6. Beyond Semantic Narrowing: Robust and Efficient LLM Watermarking with Hamming Neighborhoods

    Sep 29, 2026Zewen Sun, Tongyang Zhao, Liyao Xiang +3Large Language Model WatermarksWatermarks

    Shanghai Jiao Tong University · Shanghai Innovation Institute · Northwest Polytechnical University, Xi’an

  7. 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

  8. Low-Confidence Remasking Traps Flexibility: Realizing Arbitrary-Order Potential for Diverse Rollouts in Diffusion LLMs

    Sep 28, 2026Moongyu Jeon, Dongjae Jeon, Bumjun Kim +2Masked Diffusion Language ModelsDiffusion Language Models

    Yonsei University · KRAFTON AI · Kookmin University

  9. Confidence-Gated Transductive Test Generation for Code Reranking

    Sep 14, 2026Sungjae Lee, Youngsik Yoon, Seockbean Song +3Test GenerationTest Time

    Department of Computer Science and Engineering, POSTECH, South Korea · Graduate School of Artificial Intelligence, POSTECH, South Korea · Microsoft Research Asia, China

  10. T-GADE: Thermodynamical Generative-AI-Driven Evolution of LLM Artifacts

    Sep 14, 2026Kyoko Ogawa, Naoki MoriEvolutionary Optimization MethodsLarge Language Model Generation

    Graduate School of Informatics, Osaka Metropolitan University, Osaka, Japan

  11. Multilingual in Name Only? Cultural and Linguistic Weaknesses of LLMs in Urdu

    Sep 12, 2026Farah Adeeba, Abdul Rafae Khan, Rajesh Bhatt +1UrduLow-Resource Languages

    University of Konstanz, Germany · University of Massachusetts Amherst, USA · Malaysia School of Information Technology, Monash University Malaysia +1

  12. Talking to Itself While Coding: What Makes Comments Help Code Generation?

    Sep 10, 2026Dangfeng Pan, Zhensu Sun, Cenyuan Zhang +2Code GenerationLarge Language Model Generation

    Monash University, Australia · Singapore Management University, Singapore

  13. AgentHijack: Visual Patch Attacks on Multimodal Computer-Use Agents

    Sep 10, 2026Zhihao Liu, Hongyu Sun, Zhiyuan Fu +7Computer-Use AgentsInstruction Injection Attacks

    Hainan University, Hainan 570228, China · University of Chinese Academy of Sciences National Computer Network Intrusion Protection Center, Beijing 101408, China · School of Computing and Communications, Lancaster University, Lancaster, United Kingdom

  14. Grounded Evaluation and Repair for NL-to-PDDL Problem Generation

    Sep 9, 2026Joana Rosa, Pedro Santos, Valdemar Oliveira +3Large Language Model PlanningLarge Language Model Generation

    INESC INOV, Lisbon, Portugal · Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal · Motamineral Minerais Industriais S.A. +1

  15. Two-Stage Reinforcement Learning for Sound and Adversarial Test Generation in Code LLMs

    Sep 3, 2026Jiacheng Xu, Wentao Zhang, Zhiyi Lyu +4Test GenerationLarge Language Model Generation

    Nanyang Technological University, Singapore · Skywork AI

  16. Adaptive Critical Token-Aware Retrieval for Repository-Level Code Generation

    Sep 1, 2026Kefeng Duan, Dewu Zheng, Yanlin Wang +8Code GenerationLarge Language Model Generation

    Sun Yat-sen University, Guangzhou 510006, P.R. China · Huawei Cloud Computing Technologies Co., Ltd.

  17. Embedded Conditional Independence Tests for Large Language Model Generated Text with an Application to German Parliament Speeches

    Sep 1, 2026Marco Simnacher, Georg Keilbar, Benjamin König +2Large Language Model GenerationText Analysis and Detection

    Chair of Statistics Humboldt-Universität zu Berlin Spandauer Str. 1, 10178 Berlin, Germany · Chair Digital Health & Machine Learning Hasso-Plattner-Institut for Digital Engineering Prof.-Dr.-Helmert-Straße 2-3, 14482 Potsdam, Germany

  18. Value Over Language Model: Detecting Original Contribution in Writing

    Sep 1, 2026Vibhhu Sharma, Thorsten Joachims, Sarah DeanHuman-Written TextLarge Language Model Generation

    Cornell University

  19. SemPOI-RL: Aligning LLM Semantic Reasoning for Interpretable Out-of-Town POI Sequential Generation

    Aug 31, 2026Yunqi Liu, Yang Zhang, Ruixing Zhang +4JourneyLarge Language Model Generation

    State Key Laboratory of Complex & Critical Software Environment Beihang University, Beijing, China

  20. SkillEvo: Self-Renewing Evolution Gradients from Multi-Turn Interaction Feedback

    Aug 13, 2026Qianxi Yan, Chunrong Chen, Jiuzhou Zhao +3Self-Evolving Skill LibrariesFeedback

    †Tencent Cloud Andon · ‡Zhejiang University

  21. Recipes for Creativity: Iterative Generation and Evaluation in Large Language Models

    Aug 7, 2026Rens Anderson, Tessa Verhoef, Amirhossein ZohrehvandCreativityLarge Language Model Evaluation

    LIACS Leiden University Einsteinweg 55 2333 CC Leiden The Netherlands

  22. MicroEvo: Knowledge-Guided LLM Sampling for Efficient Microarchitecture Design Space Exploration

    Aug 6, 2026Jia Xiong, Runkai Li, Chenxu Niu +11Evolutionary SearchNeural Architecture Search

    Southeast University · National Center of Technology Innovation for EDA · NVIDIA Corporation +4

  23. Where Models Converge and Humans Diverge: A Coverage Framework for Distributional Pluralism in Open-Ended Generation

    Aug 6, 2026Zini Yang, Emily Wenger, Richard SoLarge Language Model GenerationInternal Pluralism

    Department of Computer Science, Duke University, Durham, NC, USA · Department of Electrical and Computer Engineering, Duke University, Durham, NC, USA · Department of English, Duke University, Durham, NC, USA

  24. ExeCRE: Execution-Consistency Guided Reliability Estimation for Self-Correcting Code Generation

    Aug 5, 2026Yiru Dong, Richong Zhang, Fanshuang Kong +1Code GenerationIterative Self-Correction

    Beihang University Beijing, China

  25. Route-Align-Verify for Functional Correctness in Code Generation

    Aug 4, 2026Erxue Zhou, Jingxiang Meng, Aofan LiuCode GenerationLarge Language Model Generation

    Software Engineering Institute, East China Normal University, Shanghai 200062, China · University of Chicago · Peking University

  26. Dense Language Generation Made Simple: Deterministic, Randomized, and Multi-Order Algorithms

    Aug 2, 2026Ziyi Cai, Shuangping Li, Yiheng Shen +2Lower BoundsLarge Language Model Generation

    Rutgers University · Yale University · Meta

  27. 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

  28. RTLCurator: Label-Efficient Data Curation for RTL Generation

    Jul 31, 2026Siyang Cai, Cangyuan Li, Wenjing Chang +4Hierarchical Register Transfer Level GenerationRegister Transfer Level

    School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences, Beijing, China · CICS, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China · Computer Network Information Center, Chinese Academy of Sciences, Beijing, China +1

  29. GGC: Selective Query Correction for Reliable Text-to-SPARQL Generation

    Jul 30, 2026Ziyi Yang, Thanh-Son Nguyen, Tuan Anh Nguyen +1SparqlGraph-Based Retrieval Augmented Generation

    1Nanyang Technological University, Centre for Info. Sciences and Systems · Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR), Singapore

  30. AI and Its Impact on Creativity and Diversity: An Empirical Study of LLM-Generated Product Ideas

    Jul 30, 2026Christian Terwiesch, Lennart Meincke, Karan Girotra +3Scientific IdeationCreativity

    Operations, Information and Decisions Department, The Wharton School, University of Pennsylvania · WHU – Otto Beisheim School of Management · Mack Institute for Innovation Management, The Wharton School, University of Pennsylvania +3

  31. Device-First Feedback: Toward Mobile-Native LLM-Driven Neural Architecture Search

    Jul 29, 2026Saif U Din, Muhammad Ahsan Hussain, Radu Timofte +1Large Language Model Fine-TuningNeural Architecture Search

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  32. Does Runtime Topology Context Improve LLM-Generated Kubernetes Security Patches?

    Jul 28, 2026Farooq ShaikhKubernetesRemediation

    Dynatrace Research, Linz, Austria

  33. VaLiDRec: Variable-Length LLM-Aligned Semantic IDs for Generative Recommendation

    Jul 28, 2026Shutong Qiao, Wei Yuan, Tong Chen +3Sequential RecommendationRecommendation

    University of Queensland Brisbane, Australia · Computer Network Information Center, Chinese Academy of Sciences Beijing, China · Griffith University Gold Coast, Australia

  34. Hallucination Rates in Language Generation

    Jul 25, 2026Debmalya Panigrahi, Fan Wei, Ian ZhangHallucination RateLarge Language Model Generation

    Department of Computer Science, Duke University, 308 Research Drive, Durham, NC 27708, USA. · Department of Mathematics, Duke University, 120 Science Drive, Durham, NC 27710, USA. · Duke University.

  35. Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests

    Jul 24, 2026Junda Zhao, Shurui Zhou, Eldan CohenTest GenerationLarge Language Models Fail

    University of Toronto, Department of Mechanical and Industrial Engineering, Toronto, Canada · University of Toronto, Department of Electrical and Computer Engineering, Toronto, Canada

  36. MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation

    Jul 24, 2026Zhen Zhao, Qihang Yang, Feifei Dai +2Code GenerationCode Quality

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China · University of Electronic Science and Technology of China, Chengdu, China

  37. On Improving Faithfulness of Podcasts from Documents

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

    1Indian Institute of Science · 2Adobe Research

  38. From Resource Flow to Executable Tests: Petri-Net-Guided LLM Test Generation for Concurrent Stateful Rust APIs

    Jul 23, 2026Kaiwen Zhang, Guanjun LiuTest GenerationLlm-Driven Code Synthesis

    Tongji University Shanghai,China

  39. SciCodePile: A 128GB Corpus and Executable Benchmark for Challenging Scientific Code Generation

    Jul 21, 2026Weifeng Sun, Ye Fan, Yuchen Chen +6Code GenerationLarge Language Model Benchmarks

    Singapore Management University · Nanjing University · SUN YAT-SEN University +1

  40. Decode-Time Grammars: Constrained LLM Generation over a Refinement Order of Grammar Fragments

    Jul 20, 2026Shuoming Zhang, Ruiyuan Xu, Haofeng Li +7Context-Free GrammarsCode Generation

    SKLP, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China · University of Leeds, United Kingdom

  41. MPR-CiteG: Enhancing RAG with Multi-Portfolio Retrieval and Citation-Grounded Generation

    Jul 20, 2026Hyewon Lee, Minkyung Song, Junghyun Oh +2Agentic Retrieval-Augmented Generation SystemsLarge Language Model Generation

    Data Intelligence Laboratory, Department of Computer Science and Engineering, Chungnam National University, Daejeon 34134, Republic of Korea

  42. Though Language Models Err While They Strive: Conformal Prediction for Self-Correcting Scientific Generation

    Jul 18, 2026Mingqiao Mo, Yunlong Tan, Hao ZhangScientific DiscoveryLarge Language Model Generation

    University of Chinese Academy of Sciences

  43. Large Language Models for Code Generation from Multilingual Prompts: A Curated Benchmark and a Study on Code Quality

    Jul 16, 2026Saima Afrin, Alessandro Midolo, Camilo Escobar-Velásquez +5Code GenerationMultilingual Benchmark

    William & Mary, VA, USA · University of Catania, Italy · Universidad de los Andes, Colombia +2

  44. How to Guide LLM Generation: Dual-Surrogate Guided Search for Automated Heuristic Design

    Jul 15, 2026Yuhan Wang, Chaoda Peng, Xingyu Wu +2Automated Heuristic DesignArtificial Intelligence Search

    College of Mathematics and Informatics, South China Agricultural University · Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University · College of Artificial Intelligence, Nankai University

  45. When a Verified World Model Still Loses: Play-Adequacy vs Prediction-Accuracy in LLM-Synthesized Code World Models

    Jul 15, 2026Javier Aguilar MartínWorld Model PlanningLlm-Driven Code Synthesis

    AGILabs (javieraguilar.ai)

  46. Toward Stronger Code Watermarking: A Grammar-Driven Approach to Optimizing the Trade-off Between Quality and Detectability

    Jul 11, 2026Licheng Yu, Aiwei Liu, Songze LiLarge Language Model WatermarksWatermarking

    Southeast University · Tsinghua University

  47. Knowledge-Conditioned, Single-Pass LLM Synthesis of Executable Unity Game Scenes: A Compiler Error Census across 26 Goal Playable Concepts

    Jul 11, 2026Hugh Xuechen Liu, Kıvanç TatarLarge Language Model Generation

    Chalmers University of Technology and University of Gothenburg, SE-412 96 Göteborg, Sweden

  48. Serving the Long Tail: Training-Free LLM Candidate Generation for Vacation Rental Marketplaces

    Jul 10, 2026Syed Mohammed Arshad Zaidi, Eric Rincon, Shayan HassantabarCollaborative FilteringApproximate Nearest-Neighbor Search

    Expedia Group Austin, Texas, USA

  49. Tokenizer Transplantation: Mitigating Autoregressive Collapse in Edge-Efficient Bengali ASR

    Jul 10, 2026Sanjid Hasan, Md. Abdur RahmanAutomatic Speech RecognitionBangla

    Khulna University of Engineering & Technology, Bangladesh · Military Institute of Science and Technology, Bangladesh

  50. Fictional Worldbuilding: Multi-Agent LLM Collaboration with Hierarchical Context Compression and Iterative Review

    Jul 10, 2026Jingbo Chen, He Wang, Wei Yuan +2Multi-Agent Large Language Model SystemsLarge Language Model Generation

    National University of Defense Technology, China

  51. Functional and Secure Code Generation with Task Vectors

    Jul 8, 2026Felix Wang, Anudeep Das, Mei Nagappan +1Code GenerationLarge Language Model Safety

    University of Waterloo, Waterloo, ON, Canada · KTH Royal Institute of Technology, Stockholm, Sweden

  52. Selective Left-Shift: Turning Test-Time Compute and Difficulty-based Curation into Training Data for Low-Resource Code Generation

    Jul 8, 2026Didula Samaraweera, Anjana Supun, Srinath PereraCode GenerationSmall Large Language Models

    WSO2 Santa Clara, CA, USA

  53. EvoPlan: Evolutionary Neuro-Symbolic Robot Planning with Spatio-Temporal Guarantees

    Jul 7, 2026Bhavya Sai Nukapotula, Samin Moosavi, Haoze Wang +4Classical PlanningRobot Planning

    Texas A&M University · Westwood High School

  54. RSF-GLLM: Bridging the Semantic Gap in Multi-Hop Knowledge Graph QA via Recurrent Soft-Flow and Decoupled LLM Generation

    Jul 7, 2026Sambaran Bandyopadhyay, Ananth MuppidiKnowledge GraphsSemantic Gap

    Adobe Research · Adobe Systems

  55. SpanUQ: Span-Level Uncertainty Quantification for Large Language Model Generation

    Jul 7, 2026Yimeng Zhang, Yingying Zhuang, Ziyi Wang +12Large Language Model UncertaintyUncertainty Quantification

    Amazon · Northeastern University

  56. Improving LLMs via Validator-to-Generator Alignment

    Jul 2, 2026Juan Diego Rodriguez, Jocelyn Zhang, Katrin Erk +1Large Language Model GenerationAnswer

    Department of Computer Science, The University of Texas at Austin · Departments of Linguistics and Computer Science, University of Massachusetts Amherst · Department of Computer Science & Center for Data Science, New York University

  57. TAG: A Lightweight Framework for Test-Driven Agentic Artifact Generation

    Jul 1, 2026Yaniv Melamed, Yoni Zukerman, Michal Shechter +3Test GenerationAgentic Framework

    1Microsoft

  58. AlgoSkill: Learning to Design Algorithms by Scheduling Human-Like Skills

    Jun 29, 2026Xinyuan Song, Zekun Cai, Liang ZhaoAutomated Heuristic DesignLlm-Driven Code Synthesis

    Emory University, Atlanta, GA, USA · The University of Tokyo, Tokyo, Japan · LocationMind, Tokyo, Japan

  59. Scaling limit of the Random Language Model

    Jun 26, 2026Eric De GiuliContext-Free GrammarsScaling Laws

    Department of Physics, Toronto Metropolitan University, M5B 2K3, Toronto, Canada

  60. VA-DPO: Valence-Arousal Direct Preference Optimization for Controllable Emotion Generation in Language Models

    Jun 23, 2026Hyunwoo KimValence-Arousal EstimationLarge Language Model Generation

    Independent Researcher