Text Generation

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Overview

Text generation studies how models produce language for tasks such as dialogue, summarization, storytelling, translation, and structured reports. Autoregressive transformers generate token by token, while masked-diffusion and flow-based models explore parallel or few-step generation; decoding and activation steering offer ways to adjust outputs without retraining. For longer or constrained tasks, systems combine planning, retrieval, structured representations, editing, and feedback-based training such as reinforcement learning. A central challenge is balancing speed and instruction-following with factuality, diversity, cultural fit, and quality that human readers and domain experts value.

Latest papers

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423 papers51 papers in the last four weeks, up 24% on the four weeks before. 0.3% of all new papers.

  1. Next Reply Prediction X Dataset: Linguistic Discrepancies in Naively Generated Content

    Feb 22, 2026Simon Münker, Nils Schwager, Kai Kugler +2Language Model Generation EvaluationText Generation

    Trier University, Computational Linguistics · University of Oxford, Sociology

  2. PEACE 2.0: Grounded Explanations and Counter-Speech for Combating Hate Expressions

    Feb 19, 2026Greta Damo, Stéphane Petiot, Elena Cabrio +1Text GenerationHate Speech Detection

    Université Côte d’Azur, CNRS, Inria, I3S, France · Université Côte d’Azur, Institut 3IA Côte d’Azur, Techpool, France

  3. Exploring LLMs for User Story Extraction from Mockups

    Feb 19, 2026Diego Firmenich, Leandro Antonelli, Bruno Pazos +2Requirements EngineeringText Generation

    Departamento de Informática, Facultad de Ingeniería, Universidad Nacional de la Patagonia, Argentina · LIFIA, Facultad de Informática, Universidad Nacional de La Plata, Argentina · CAETI, Facultad de Tecnología Informática - Universidad Abierta Interamericana +3

  4. Meenz bleibt Meenz, but Large Language Models Do Not Speak Its Dialect

    Feb 18, 2026Minh Duc Bui, Manuel Mager, Peter Herbert Kann +1Low-Resource Language ProcessingText Generation

    Johannes Gutenberg University Mainz, Germany · Marburg University, Germany · University of Colorado Boulder, USA

  5. Creating a digital poet

    Feb 18, 2026Vered Tohar, Tsahi Hayat, Amir LeshemComputational CreativityText Generation

    Department of Jewish Literature, Bar-Ilan University, Ramat-Gan, Israel. · Department of Communication, Reichman University, Hertzeliya, Israel. · Faculty of Engineering, Bar-Ilan University, Ramat-Gan, Israel.

  6. LLMs Exhibit Significantly Lower Uncertainty in Creative Writing Than Professional Writers

    Feb 18, 2026Peiqi SuiText GenerationComputational Creativity

    Department of English, McGill University

  7. BTReport: A Framework for Brain Tumor Radiology Report Generation with Clinically Relevant Features

    Feb 17, 2026Juampablo E. Heras Rivera, Dickson T. Chen, Tianyi Ren +4Radiology Report GenerationText Generation

    University of Washington · University of Washington School of Medicine · Microsoft Health AI +1

  8. ScrapeGraphAI-100k: Dataset for Schema-Constrained LLM Generation

    Feb 16, 2026William Brach, Francesco Zuppichini, Marco Vinciguerra +1Schema-Constrained GenerationLLM Information Extraction

    ScrapeGraphAI, San Francisco, United States

  9. RT-SFT: Text Style Transfer from Non-Parallel Corpora by Roundtrip Translation

    Feb 16, 2026Ruoxi Liu, Philipp KoehnText Style TransferText Generation

  10. Multi-Agent Comedy Club: Investigating Community Discussion Effects on LLM Humor Generation

    Feb 16, 2026Shiwei Hong, Lingyao Li, Ethan Z. Rong +2Humor Explanation GenerationText Generation

    George Mason University · University of South Florida · University of Toronto

  11. CLASE: A Hybrid Method for Chinese Legalese Stylistic Evaluation

    Feb 13, 2026Yiran Rex Ma, Yuxiao Ye, Huiyuan XieAutomated EvaluationLegal NLP

    School of Foreign Languages, Peking University · Department of Computer Science and Technology, Tsinghua University

  12. GitSearch: Enhancing Community Notes Generation with Gap-Informed Targeted Search

    Feb 9, 2026Sahajpreet Singh, Kokil Jaidka, Min-Yen Kan +1Automated Fact-CheckingEvidence Retrieval

    National University of Singapore

  13. CoT is Not the Chain of Truth: An Empirical Internal Analysis of Reasoning LLMs for Fake News Generation

    Feb 4, 2026Zhao Tong, Chunlin Gong, Yiping Zhang +5Language Model Safety EvaluationLLM Interpretability

    Institute of Information Engineering, Chinese Academy of Sciences · School of Cyber Security, University of Chinese Academy of Sciences · Shanghai AI Laboratory +3

  14. Retell, Reward, Repeat: Reinforcement Learning for Narrative Theory-Informed Story Retelling

    Jan 23, 2026David Y. Liu, Xanthe Muston, Dipankar Srirag +2Narrative GenerationText Generation

    University of New South Wales, Sydney, Australia

  15. Paper2Rebuttal: A Multi-Agent Framework for Transparent Author Response Assistance

    Jan 20, 2026Qianli Ma, Chang Guo, Zhiheng Tian +4Multi-Agent LLM SystemsLLM Hallucination Mitigation

    AutoLab, School of Artificial Intelligence, Shanghai Jiao Tong University

  16. STEP-LLM: Generating CAD STEP Models from Natural Language with Large Language Models

    Jan 19, 2026Xiangyu Shi, Junyang Ding, Xu Zhao +8Boundary Representation ModelingText-to-CAD Generation

    Northwestern University, Evanston, USA

  17. Safe Language Generation in the Limit

    Jan 13, 2026Antonios Anastasopoulos, Giuseppe Ateniese, Evgenios M. KornaropoulosLanguage IdentificationText Generation

    Department of Computer Science George Mason University

  18. DEER: A Benchmark for Evaluating Deep Research Agents on Expert Report Generation

    Dec 19, 2025Janghoon Han, Heegyu Kim, Changho Lee +6Deep Research AgentsLLM Agent Evaluation

    LG AI Research · University of Illinois Chicago · University of Michigan, Ann Arbor

  19. Tell Me: An LLM-powered Mental Well-being Assistant with RAG, Synthetic Dialogue Generation, and Agentic Planning

    Nov 18, 2025Trishala Jayesh AhalparaMental Health CounselingMental Health

    Fujitsu Research of America Santa Clara, USA

  20. Sample, Align, Synthesize: Graph-Based Response Synthesis with ConGrs

    Oct 3, 2025Sayan Ghosh, Shahzaib Saqib Warraich, Dhruv Tarsadiya +2Text GenerationSelf-Consistency in Language Models

    Thomas Lord Department of Computer Science, University of Southern California

  21. MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation

    Sep 30, 2025Mingjin Li, Yu Liu, Huayi Liu +4Multi-Agent LLM SystemsSynthetic Data Generation

    Baidu Inc., Beijing, China

  22. Generating Individual Travel Diaries Using Large Language Models Informed by Census and Land-Use Data

    Sep 7, 2025Sepehr Golrokh Amin, Devin Rhoads, Fatemeh Fakhrmoosavi +2Synthetic Data GenerationSynthetic Data Evaluation

    School of Civil and Environmental Engineering, University of Connecticut, United States

  23. MAGneT: Coordinated Multi-Agent Generation of Synthetic Multi-Turn Mental Health Counseling Sessions

    Sep 4, 2025Aishik Mandal, Tanmoy Chakraborty, Iryna GurevychMental Health CounselingMental Health

    Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science and Hessian Center for AI (hessian.AI), Technische Universität Darmstadt · National Research Center for Applied Cybersecurity ATHENE, Germany · Department of Electrical Engineering, Indian Institute of Technology Delhi, India +1

  24. From Individuals to Interactions: Benchmarking Gender Bias in Multimodal Large Language Models from the Lens of Social Relationship

    Jun 29, 2025Yue Xu, Wenjie WangNarrative GenerationSocial Bias in Language Models

    School of Information Science and Technology, ShanghaiTech University

  25. BOW: Training Language Models to Reason Over Plausible Next Words

    Jun 16, 2025Ming Shen, Zhikun Xu, Jacob Dineen +2RL for Language Model ReasoningNext-Token Prediction

    Arizona State University

  26. Sarc7: Evaluating Sarcasm Detection and Generation with Seven Types and Emotion-Informed Techniques

    May 31, 2025Raina Gao, Alyssa Jeong, Lang Xiong +4LLM EvaluationSarcasm Detection

    Algoverse AI Research

  27. DLM-One: Diffusion Language Models for One-Step Sequence Generation

    May 30, 2025Tianqi Chen, Shujian Zhang, Mingyuan ZhouDiffusion Language ModelsDiffusion Model Distillation

    The University of Texas at Austin, Austin, TX 78712, USA

  28. Enriching Patent Claim Generation with European Patent Dataset

    May 18, 2025Lekang Jiang, Chengzu Li, Stephan GoetzText GenerationLLM Evaluation

    University of Cambridge

  29. Ensemble Learning for Large Language Models in Text and Code Generation: A Survey

    Mar 13, 2025Mari Ashiga, Wei Jie, Fan Wu +5Mixture-of-Experts Language ModelsLanguage Model Ensembles

    School of Computing and Engineering, University of West London, London W5 5RF, United Kingdom · Turing Intelligence Technology Limited, London EC2M 2PF, United Kingdom · School of Computer Science, University of Leeds, Leeds LS2 9JT, United Kingdom

  30. Man Made Language Models? Evaluating LLMs' Perpetuation of Masculine Generics Bias

    Feb 14, 2025Enzo Doyen, Amalia TodirascuGender Bias in Language ModelsLanguage Model Bias Evaluation

    University of Strasbourg