Controllable Text Generation

Ask about this topic

Overview

Controllable text generation studies how to make generated language reliably match goals such as a requested style, sentiment, reading level, length, format, or safety condition. Approaches include prompts and control tokens, fine-tuning and preference optimization, decoding-time constraints and guidance, activation steering, and planning or feedback-based revision; some methods also control generation in diffusion models. These techniques support applications from education and creative writing to healthcare, where outputs may need to meet several requirements at once. A central challenge is balancing reliable constraint satisfaction with fluency, factuality, diversity, and user-specific preferences, while evaluating systems consistently across tasks and languages.

Latest papers

CardsList

109 papers5 papers in the last four weeks, down 50% on the four weeks before. 0.0% of all new papers.

  1. Constrained Decoding: Harmful or Beneficial? Revisiting Its Impact on LLM Performance

    Oct 26, 2026Ngoc Trinh Hung Nguyen, Alonso Silva, Armen Aghasaryan +1Constrained DecodingConstraint-Guided Reasoning in Language Models

    Télécom Paris, Institut Polytechnique de Paris, France · Nokia Bell Labs

  2. From Black Box to Controller: Inference-Time Steering of LLM via Feature Amplification

    Oct 19, 2026Keqi Chen, Zekai Sun, Yuhua Wen +5Language Model SteeringControllable Text Generation

    Beijing University of Posts and Telecommunications, Beijing, China

  3. AMEND: Constraint-Guided Multi-Agent Text Detoxification with Isolated Critics

    Oct 16, 2026Tianyu WangText DetoxificationControllable Text Generation

    School of Computer Science and Technology, Soochow University

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

    Oct 10, 2026Worasait SuwannikText GenerationControllable Text Generation

  5. Shaer: Controlled Arabic Poetry Generation with Meter Subform and Semantic Conditioning

    Oct 7, 2026Ahmad Abbas, Tamara Fakih, Nour Fakih +1Controllable Text GenerationArabic NLP

    Department of Electrical and Computer Engineering American University of Beirut, Beirut, Lebanon

  6. DimSteer: Steering LLM Authoring with Automatically Discovered Stylistic Controls

    Oct 3, 2026Ajit Mallavarapu, Ziwei GuLanguage Model SteeringControllable Text Generation

    Harvard University, USA

  7. One Model Is Not a Crowd: Multi-LLM and Aspect-Conditioned Diverse Comment Generation

    Sep 27, 2026Nafis Irtiza Tripto, Delvin Ce Zhang, Mahjabin Nahar +1LLM EvaluationControllable Text Generation

    College of Information Sciences and Technology, Pennsylvania State University, PA, USA · University of Sheffield, Sheffield, UK

  8. Exact Feedback Is Not Control: Evaluating Text-based Closed-Loop Revision in LLMs

    Sep 23, 2026Haitong Jiang, Chunlin Liu, Yile Wang +1LLM Self-CorrectionControllable Text Generation

    College of Computer Science and Software Engineering, Shenzhen University

  9. Deconstructing Stereotypes: Scope-Conditioned Generation for Effective Multilingual Counterspeech

    Sep 15, 2026Greta Damo, Elias Urios Alacreu, Elena Cabrio +2Controllable Text GenerationPrompt Engineering

    1Universit´e Cˆote d’Azur, CNRS, INRIA, I3S, France · 2PRHLT Research Center, Universitat Polit`ecnica de Val`encia, Valencia, Spain · 3ValgrAI Valencian Graduate School and Research Network of Artificial Intelligence, Spain

  10. LOCUS: Task-Aware Low-Rank Post-Training for Token-Efficient Language Generation

    Sep 10, 2026Dongfang ZhaoDirect Preference OptimizationControllable Text Generation

  11. Cross-Lingual Clinical Annotation Projection as Constrained Text Generation: A Six-Language Study

    Sep 10, 2026Álvaro Rey-Blanes, Francisco J. Moreno-Barea, Francisco J. VeredasLLM-Assisted AnnotationControllable Text Generation

    Department of Programming Languages and Computer Sciences, Universidad de Málaga, Málaga, Spain · Research Institute of Multilingual Language Technologies, Universidad de Málaga, Málaga, Spain · IBIMA Plataforma BIONAND, Instituto de Investigación Biomédica de Málaga, Málaga, Spain

  12. When Victorian Becomes a Prompt: Literary Periodization as a Generative Constraint in 100 AI-Generated Novels

    Sep 8, 2026Mehdy Sedaghat PayamComputational Literary StudiesControllable Text Generation

    Independent Scholar

  13. SWIM: Student Writing Simulation via Proficiency-Conditioned Generation

    Sep 2, 2026Heejin Do, Jakub Kontak, Mrinmaya SachanControllable Text GenerationSynthetic Data Generation for Language Models

    Department of Computer Science, ETH Zurich · ETH AI Center

  14. HyperStyler: Low-resource Authorship Style Transfer via Context-aware Style Navigation and Hypernetworks

    Sep 2, 2026Jongkyung Shin, Minguk Jeon, Chanwoo Park +1Controllable Text Generation

    1UNIST · 2POSTECH · 3POSCO Holdings Inc.

  15. PragAlign: Feedback-Guided Pragmatic Alignment for Controlled Synthetic Dialogue Generation

    Sep 2, 2026Smitha Muthya Sudheendra, Jaideep SrivastavaText GenerationControllable Text Generation

    University of Minnesota, Twin Cities

  16. EmoStance: Response-Side Affective-Orientation Control for Empathetic Response Generation via Emoji Weak Supervision

    Sep 2, 2026Ziyuan Jin, Yuxuan Ge, Zheng TianEmotion-Aware Dialogue GenerationControllable Text Generation

    ShanghaiTech University, Shanghai, China

  17. Beyond Surface Alignment: Grounding the Dynamics of Situational Understanding and Generative Control in LLMs

    Aug 30, 2026Chenghao YangContext EngineeringLLM Grounding

    DEPARTMENT OF COMPUTER SCIENCE THE UNIVERSITY OF CHICAGO CHICAGO, ILLINOIS

  18. Controllable Affective Generation via Latent Vector Steering

    Aug 26, 2026Xixian Yong, Siyuan Chang, Yingying Zhang +2Controllable Text GenerationActivation Steering

    Gaoling School of Artificial Intelligence, Renmin University of China · Tencent Jarvis Lab · Beijing Key Laboratory of Research on Large Models and Intelligent Governance +1

  19. SENSESHIFT: Continuous Sentiment-Controlled Text Generation via Encoder-based Mask Infilling

    Aug 25, 2026Shahed Masoudian, Markus Frohmann, Emmanouil Karystinaios +2Controllable Text GenerationNon-Autoregressive Text Generation

    Johannes Kepler University Linz · Thomson Reuters Labs · University of Toronto, Vector Institute

  20. Mechanistic Circuit Identification for Controllable Data Generation

    Aug 25, 2026Nakyung Lee, Sangwoo Hong, Jungwoo LeeSynthetic Data Generation for Language ModelsControllable Text Generation

    Department of Electrical and Computer Engineering, Seoul National University · Department of Computer Science and Engineering, Konkuk University

  21. Jiuge-Tuiqiao: An Interpretable Human-AI System for Classical Chinese Poetry Refinement

    Aug 24, 2026Yufeng Han, Lifan Deng, Cunliang Kong +5Human-AI Co-CreationText Generation

    Department of Computer Science and Technology, Tsinghua University, Beijing · Beijing National Research Center For Information Science And Technology · Institute for Artificial Intelligence, Tsinghua University, Beijing +3

  22. The Illusion of Control: Why Bare Classifier Inversion Silently Fails in Concept-Bottleneck Text Generation

    Aug 24, 2026Qi Bing, Xiaowei ShaoControllable Text GenerationConcept Bottleneck Models

    Shanghai Jiao Tong University

  23. SPOC-SQL: Stage-wise Preference Optimization for Controllable Text-to-SQL

    Aug 24, 2026Yingnan Chen, Chun Ding, Tianshi Xu +2Text-to-SQLControllable Text Generation

    South China University of Technology, Guangzhou, Guangdong 510006, P.R. China

  24. Agentic Governance and Adversarial Verification for Policy-Constrained LLM Healthcare Appeal Generation

    Aug 20, 2026Harshil Lodhiya, Alex McManus, Reese WalkerAI Agent GovernanceMulti-Agent LLM Systems

    Sliced Health, Woodstock, GA, United States

  25. MultiVerse: A Creator-Centered Approach to Steering Context-Adaptive Lyrics

    Aug 19, 2026Alexander Wang, Chris Donahue, David LindlbauerControllable Text GenerationHuman-AI Co-Creation

    Human-Computer Interaction Institute Carnegie Mellon University Pittsburgh, Pennsylvania, USA · Computer Science Department Carnegie Mellon University Pittsburgh, Pennsylvania, USA

  26. Why Summaries Turn Neutral: Policy Attribution for Sentiment Drift in Reinforcement Learning from Human Feedback

    Aug 16, 2026Mikhail Krasitskii, Alexander Gelbukh, Olga Kolesnikova +1RL from Human FeedbackText Summarization

    Instituto Politécnico Nacional (IPN), Centro de Investigación en Computación (CIC)

  27. Scaling Creative Writing Beyond Story-Centric Data with Attribute-Guided Genre Expansion

    Aug 14, 2026Hwan Chang, Yongil Kim, Heuiyeen Yeen +3Text GenerationDiverse Text Generation

    Chung-Ang University Seoul, Republic of Korea · LG AI Research Seoul, Republic of Korea

  28. ConVAWG: A Retrieval-Grounded Framework for Controlled Synthetic Dialogue Generation in Violence Against Women and Girls

    Aug 11, 2026Chen Lyu, Xingwei Tan, Simon Cullen +4Synthetic Data GenerationControllable Text Generation

    University of Warwick, UK · University of Sheffield, UK · Forensic Capability Network, UK +1

  29. Narrative Keyframing for Generative Creative Writing

    Aug 11, 2026Chao Zhang, Abe DavisInteractive StorytellingControllable Text Generation

    Cornell University Ithaca, NY, USA

  30. CARD: Controlled Agentic Reddit Discussions for Credit Card Simulation

    Aug 10, 2026Yaoning Yu, Kai-Min Chang, Ye Yu +3Financial ServicesControllable Text Generation

    University of Illinois Urbana-Champaign United States · U.S. Bank United States · Stanford University United States +1