Controllable Text Generation for Large Language Models: A Survey
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Aug 27, 2024 - TeX
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controllable-text-generation
Here are 14 public repositories matching this topic...
[EMNLP 2023] Composable text generation & editing by ODE sampling in the latent space of a pretrained-LM VAE — compose sentiment, tense, formality, keyword controls without retraining
ode vae emnlp plug-and-play energy-based-model latent-space text-style-transfer gpt-2 controllable-text-generation
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Sep 19, 2026 - Python
awesome-LLM-controlled-constrained-generation
decoding-algorithm neuro-symbolic non-autoregressive controllable-generation large-language-models llms controllable-text-generation instruction-tuning constrained-generation inference-time
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Aug 16, 2024
[ACL 2024]Controlled Text Generation for Large Language Model with Dynamic Attribute Graphs
graph pagerank inference text-generation fudge controlled-text-generation large-language-models llms controllable-text-generation preadd
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Sep 24, 2024 - Jupyter Notebook
The code implementation of the EMNLP2022 paper: DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text Generation
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Nov 13, 2023 - Python
Interpretable stylometric profiling + author-style transfer built on explicit and LLM-genenated JSON fingerprints and local measurements. Fingerprint your corpus, inspect/visualize signals, then LLM-generate stylistically similar text with meaning preserved, deterministic post-processing, normalization controls, and deviation reports. CLI + API.
nlp style-guide style-transfer humanizer authorship-attribution stylometry writing-system humanize writing-tool stylometric interpretable-ml text-style-transfer writing-assistant llm computational-stylistics controllable-text-generation text-styling stylometric-profiling author-conditioned-generation humanizing
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Jul 7, 2026 - Python
[NLPCC'23] ZeroGen: Zero-shot Multimodal Controllable Text Generation with Multiple Oracles PyTorch Implementation
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Oct 7, 2023 - Python
Implementing Simulation-guided Beam Search for text generation. Idea already proposed in Choo et al for Neural Combinatorial Optimization. In this repo, we use the technique for Controllable Text Generation.
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Sep 23, 2023 - Python
[ACL 2024] "Benchmarking and Improving Compositional Generalization of Multi-aspect Controllable Text Generation"
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Oct 31, 2024 - Python
📝 Transform writing by creating stylometric profiles for personalized author-style text generation and rewriting.
style-guide humanizer authorship-attribution stylometry writing-system writing-tool stylometric interpretable-ml text-style-transfer writing-assistant controllable-text-generation text-styling stylometric-profiling author-conditioned-generation humanizing
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Feb 3, 2026
STATe-of-Thoughts (Structured Action Templates for Tree-of-Thoughts), a method for modulating reasoning trajectories (influencing latent properties of reasoning steps like structure, style, and content).
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Feb 17, 2026 - Python
Controllable text generation project using different approaches
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Sep 3, 2024 - Jupyter Notebook
Official code for "Unsupervised Text Style Transfer with Controllable Intensity" — a two-stage SFT + PPO framework for fine-grained control over text readability and sentiment transfer.
nlp reinforcement-learning sentiment transformers readability ppo sft text-style-transfer deepspeed controllable-text-generation trlx
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Mar 28, 2026 - Python
Code and checkpoints for "The Illusion of Control: Why Bare Classifier Inversion Silently Fails in Concept-Bottleneck Text Generation" (EMNLP 2026). Multi-attribute controllable text generation, concept bottleneck, compositional generalization.
nlp lora interpretability compositional-generalization controllable-text-generation concept-bottleneck emnlp2026
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Aug 25, 2026 - Python
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