Text Generation

Ask about this topic

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

CardsList

422 papers50 papers in the last four weeks, up 22% on the four weeks before. 0.3% of all new papers.

  1. Text Generation in Low-Resource Languages Using Human-Curated Vocabularies

    Oct 27, 2026Michael Christlambert Sinanta, Muhammad Dehan Al Kautsar, Amanda Nurul Izzah +4Text GenerationSynthetic Data Generation for Language Models

    Independent Researcher · Mohamed bin Zayed University of Artificial Intelligence · University of Amsterdam

  2. Wave Is All You Need: A Quantum Language Model Based on Fully Connected Quantum Boltzmann Machine

    Oct 25, 2026Jun LiuLanguage ModelingQuantum NLP

    School of Economics, Hunan University of Finance and Economics, Changsha 410205, China

  3. Birth, Death and Diff: Insertion-Based Sequence Generation with Corrections

    Oct 25, 2026Durga Prasad Maram, Dhruvesh Patel, Tahira Naseem +4Diffusion Language ModelsText Generation

    University of Massachusetts Amherst · IBM Research

  4. Preference Optimization Improves Definition Generation: Semantic Change in EU Institutional Sustainable Finance Disclosures

    Oct 23, 2026Mariia Fedorova, Andrey Kutuzov, Gustavo Cadenas DelascioSemantic Change DetectionText Generation

    University of Oslo

  5. Decoupling Patient Personas and Clinical Workflows: A Dual-Agent Approach to Realistic Medical Dialogue Generation

    Oct 23, 2026Qiyuan Li, Xiaomei Guo, Chao Gao +4Synthetic Clinical Data GenerationText Generation

    School of Computer Science and Technology, Wuhan University of Science and Technology, China · Department of Cardiology, Tongji Hospital, Huazhong University of Science and Technology, China · Department of Computer Science, Vrije Universiteit Amsterdam, Netherlands +1

  6. DraMaze: A Multi-Agent Pipeline with Future-Aware Memory for Diverse Microdrama Script Generation

    Oct 22, 2026Siyang He, Qiqi Wang, Fan Liu +5Narrative GenerationText Generation

    Fudan University · Shanghai Innovation Institute · Solar System of OVB, Tencent, China

  7. From Prompt Rules to Golden Data Model: Production-Scale Generation of Personalized, Compliant Pharmaceutical Claims

    Oct 22, 2026Suyash Mishra, Qiang Li, Subhabrata Adak +3Personalized Text GenerationText Generation

    aRoche · bAccenture · cInvolead

  8. Padding to k: A Minimum Count in the Schema Makes Open-Weight Models Pad Their Extraction Lists

    Oct 22, 2026Abhishek Barali, Aayush PaudelLLM Information ExtractionText Generation

    St. Xavier’s College Maitighar, Kathmandu Tribhuvan University, Nepal

  9. Metamodel-Guided LLM Decoding for Consistent DSL Generation

    Oct 21, 2026Boqi Chen, Aren A. Babikian, José Antonio Hernández LópezConstrained DecodingSoftware Engineering

    University of Ottawa, Ottawa, Canada · McGill University, Montreal, Canada · University of Murcia, Murcia, Spain

  10. A Diagnostic Study of Faithfulness in Diffusion Language Models for Table-to-Text Generation

    Oct 21, 2026Zaynab Merimi, Noussayba El Marrakchi, Arthur SatoufText GenerationGrounded Text Generation

    CY Tech, CY Cergy Paris Université, France · MILA – Quebec AI Institute, Canada · Université Paris-Saclay & CentraleSupélec, France

  11. Query Feedback and Teaching for Stable and Certifiable Language Generation

    Oct 20, 2026Farnam Mansouri, Alireza F. Pour, Grigoris Velegkas +1Text Generation

    University of Waterloo · Google Research · University of Regina and Amii

  12. SHAM-Bench: A Span-level Hallucination Benchmark Across Multiple Tasks

    Oct 19, 2026Sicong Huang, Ian LaneHallucination DetectionLLM Hallucination Detection

    University of California, Santa Cruz

  13. Dialogue Generation for Conversational Recommendation Using User Search Interactions and Knowledge Graphs

    Oct 18, 2026Minsung Hwang, Donggyu Yoon, Gowoon Hwang +2Text GenerationRecommender Systems

    School of Computing, KAIST Daejeon, Republic of Korea · LG Electronics Seoul, Republic of Korea · Department of AI Computing, KAIST Daejeon, Republic of Korea

  14. Language Models are Lazy Poets: Creative Mode Collapse at Scale

    Oct 16, 2026Jacob A. Matthews, Sil HamiltonOutput Diversity in Language ModelsMode Collapse

    Cornell University

  15. No-Regret Language Generation

    Oct 16, 2026Jiaxun Li, Vinod Raman, Ambuj TewariText GenerationMinimax Regret

    Department of Statistics, University of Michigan

  16. Designing Transformers for Continuous Diffusion Language Models

    Oct 15, 2026Weijian Luo, Yujian Chen, Hao Jiang +2Diffusion Language ModelsContinuous Diffusion Language Models

    Dots Studio, Xiaohongshu · Polyadic Research Group · Peking University +2

  17. SceneWeave: Audience-Guided Scene Exploration for Dramatic Adaptation

    Oct 15, 2026Aolin Li, Xiao Xu, Haihua XieText Generation

    Department of Science Theatre, The Central Academy of Drama, Beijing, China · Hithink RoyalFlush Information Network Co., Ltd., Hangzhou, China · China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd., Beijing, China +1

  18. Can LLMs Tell Stories Out of Order? A Corpus and Benchmark for Nonlinear Narrative Generation

    Oct 15, 2026Syed Rifat Raiyan, Md. Tariquzzaman, Md Farhan Ishmam +1Narrative GenerationText Generation

    Islamic University of Technology, Bangladesh · University of Utah, USA · University of Southern California, USA

  19. Automatic Sentence Completion Using Bengali Audio Speech with a Transformer-Based Early Speech Recognition System

    Oct 15, 2026Md Asif Akram, Arif Faisal, Sakir Hossain Faruque +1Speech-Based Dementia DetectionClinical Speech Processing

    Department of Computer Science and Engineering, Daffodil International University, Dhaka-1216, Bangladesh

  20. CSWBench: Evaluating Context-Sensitive Code-Switching in Creative Writing

    Oct 14, 2026Zewen Jiang, Yahan Li, Chenlu Guo +3Code-SwitchingMultilingual Language Model Evaluation

    School of Artificial Intelligence, Jilin University, China · College of Software, Jilin University, China · Xingchen AGI Lab, China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd., China +4

  21. Towards Efficient Simultaneous Inverse Text Normalization with Pretrained Text-to-Text Language Model and Read-Tag-Write Policy

    Oct 14, 2026Kiet Anh Hoang, Khanh Le, Bao Nguyen +6Efficient Language Model InferenceText Generation

    UNEY, Switzerland

  22. Asymptotic Behavior of Transformers

    Oct 14, 2026Katy Blumer, Da-Cheng Juan, Jon Kleinberg +3Transformer Training DynamicsTransformer

    Google Research

  23. Fantastic Metrics and How to Find Them: Meta-Evaluating Metrics for Multi-lingual Style-Personalized Generation

    Oct 13, 2026Anubhav Jangra, Adrian de WynterLanguage Model Generation EvaluationGenerative AI Evaluation

    Columbia University, USA · The University of York, UK

  24. Looking Complete Is Not Being Grounded: Evaluating LLM Sitreps Against Human-Authored Situation Reports

    Oct 13, 2026Sachin KumarLanguage Model Generation EvaluationLLM Grounding

    LexisNexis, USA

  25. Narrative Lookahead in LLMs: Event-Level Decodability, Predictive Advantage, and Steering

    Oct 13, 2026Donghoon Jung, Min Kim, Seojin Choi +2Next-Event PredictionText Generation

    School of Digital Humanities and Computational Social Sciences, KAIST, South Korea

  26. Cost-Efficient Privacy Enforcement for Email-Generating LLM Agents under Strategic Information Requests

    Oct 13, 2026Qikun Cai, Tao Huang, Chen HouPrivacy Protection for LLM AgentsLLM Agent Security

  27. Single-Sample Decoding of a Two-Layer Sound-Word Canvas Model for Thai Klon Pad

    Oct 10, 2026Worasait SuwannikText GenerationControllable Text Generation

  28. Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation

    Oct 9, 2026Hermann Kumbong, Ishan S. Khare, Iddah Mlauzi +6Text GenerationNon-Autoregressive Text Generation

    Department of Computer Science, Stanford University · Department of Electrical Engineering, Stanford University · Together AI

  29. Rethinking the Roles of Diffusion and Decoding: Predictive-State Flows for Parallel Language Generation

    Oct 9, 2026Jinjin He, Xinsong Feng, Lucheng Fu +3Text GenerationContinuous Diffusion Language Models

    Georgia Institute of Technology

  30. One-Step Text Generation by Seq-Drifting

    Oct 9, 2026Jiayu Liu, Ruizhi Zhao, Tianyun Ji +3Text GenerationOne-Step Generative Modeling

    Hong Kong Institute of AI for Science, City University of Hong Kong · Shenzhen University · State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China +2