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A curated list of papers related to constrained decoding of LLM, along with their relevant code and resources.
| Date | Stars |
|---|---|
| 2026-07-31 | 362 |
| 2026-08-03 | 363 |
| 2026-08-06 | 363 |
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# Awesome-LLM-Constrained-Decoding > Towards reliable, controllable and more efficient generation with Large Language Models (LLMs) A curated list of papers related to constrained decoding of LLM, along with their relevant code and resources. ## Table of Contents - [Awesome-LLM-Constrained-Decoding](#awesome-llm-constrained-decoding) - [Table of Contents](#table-of-contents) - [Libraries](#libraries) - [Papers](#papers) - [Benchmark \& Datasets \& Evaluation](#benchmark--datasets--evaluation) - [Survey](#survey) - [Blog Posts](#blog-posts) - [Related Awesome Lists](#related-awesome-lists) - [Disclaimer](#disclaimer) - [Contributing](#contributing) ## Libraries | Library | Feature | Stars | | --------------------------------------------------------------------------- | -------------------------------------------------------------------------------------- | ------------------------------------------------------------------------ | | [guidance-ai/guidance](https://github.com/guidance-ai/guidance) | CFG, Regex, JSON Schema, Token Forcing, compatible with Transformers, LLAMA-CPP |  | | [outlines-dev/outlines](https://github.com/outlines-dev/outlines) | CFG, Unicode support, Hugging Face ecosystem, VLLM support |  | | [jxnl/instructor](https://github.com/jxnl/instructor) | Try-Reject-Repeat approach to ensure constraints are met |  | | [eth-sri/lmql](https://github.com/eth-sri/lmql) | Regex support, various constraints, more powerful control flow |  | | [microsoft/aici](https://github.com/microsoft/aici) | A general framework of LLM controller with native support for CFG, Regex, JSON Schema |  | | [noamgat/lm-format-enforcer](https://github.com/noamgat/lm-format-enforcer) | Regex, JSON Schema, Beam Search etc. |  | | [mlc-ai/xgrammar](https://github.com/mlc-ai/xgrammar) | CFG, careful system optimizations |  | | [uiuc-focal-lab/syncode](https://github.com/uiuc-focal-lab/syncode) | CFG generation that supports builtin grammars like JSON, Python, Go, and more |  | | [Dan-wanna-M/formatron](https://github.com/Dan-wanna-M/formatron) | Regex, JSON Schema, CFG, etc |  | | [genlm/genlm-control](https://github.com/genlm/genlm-control) | Arbitrary programmable syntactic and semantic constraints, Constrained decoding as posterior inference, Sequential Monte Carlo |  | | [epfl-dlab/transformers-CFG](https://github.com/epfl-dlab/transformers-CFG) | CFG (EBNF Interface), Compatible with Transformers, Easy to extend for research |  | | [eth-sri/type-constrained-code-generation](https://github.com/eth-sri/type-constrained-code-generation) | TypeScript, including type-safety. | ![Stars](https:/
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Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:36982941bd45cb3b, name:constrained decoding, desc:constrained decoding