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structured-generation-starter-pack

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A curated list of resources related to structured generation 🔥

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# Structured Generation Starter Pack

> A curated list of structured generation resources

## Table of Contents

- [:gear: Frameworks](#frameworks)
- [:memo: Blog Articles](#blog-articles)
- [:books: Papers](#papers)
- [:movie_camera: Videos](#videos)
- [:bulb: Prompt Engineering](#prompt-engineering)
- [:brain: Models](#models)
- [:books: Datasets](#datasets)
- [:hammer: Apps](#apps)

## Frameworks

| Name | Description | Author |
| --- | --- | --- |
| [Outlines](https://github.com/dottxt-ai/outlines) | Framework for structured text generation | Dottxt | 
| [Guidance](https://github.com/guidance-ai/guidance) | Framework for structured text generation | Guidance AI | 
| [LLGuidance](https://github.com/guidance-ai/llguidance) | Guidance for structured AI outputs | Guidance AI | 
| [LM Format Enforcer](https://github.com/noamgat/lm-format-enforcer) | Enforces structured output formatting | Noam Gat | 
| [XGrammar](https://github.com/mlc-ai/xgrammar) | AI grammar enforcement for structured outputs | MLC | 
| [Llama.cpp Grammars](https://github.com/ggerganov/llama.cpp/blob/master/grammars/README.md) | Grammar-based structured output for Llama | Gabor Gereb |

## Blog Articles
| Title | Description | Author | Date |
| --- | --- | --- | --- |
| [Coalescence: Structured Text Generation](https://blog.dottxt.co/coalescence.html) | Blog post about structured text generation approaches | Will Kurt | 2024-02-02 |
| [Improving Prompt Consistency with Structured Generations](https://huggingface.co/blog/evaluation-structured-outputs) | Improving prompt consistency with structured generations | Hugging Face | 2024-04-30 |
| [Structured Output Strategies](https://simmering.dev/blog/structured_output/) | Overview of different structured output techniques | Paul Simmering | 2024-05-11 |
| [Say What You Mean](https://blog.dottxt.co/say-what-you-mean.html) | Guide to clear structured output design | Will Kurt | 2024-11-20 |
| [Introducing Structured Outputs](https://cohere.com/blog/introducing-structured-outputs) | Introduction to Cohere's structured output capabilities | Cohere | 2024-07-19 |
| [Structured Outputs in OpenAI API](https://openai.com/index/introducing-structured-outputs-in-the-api/) | Guide to using structured outputs in OpenAI's API | OpenAI | 2024-08-06 |
| [Gemini API for Structured Outputs](https://ai.google.dev/gemini-api/docs/structured-output) | Documentation for structured outputs in Gemini API | Google | 2024-12-11 |
| [Structured Generation for LLM-as-a-Judge Evaluations](https://www.comet.com/site/blog/structured-generation-llm-as-a-judge/) | Structured generation for LLM-as-a-Judge evaluations | Caleb Kaiser | 2024-11-27 |

## Papers
| Title | Authors | Year |
| --- | --- | --- |
| [A General-Purpose Algorithm for Constrained Sequential Inference](https://aclanthology.org/K19-1045/) | Daniel Deutsch, Shyam Upadhyay, Dan Roth | 2019 |
| [Validating Large Language Models with ReLM](https://arxiv.org/abs/2211.15458) | Michael Kuchnik, Virginia Smith, George Amvrosiadis | 2022 |
| [Efficient Guided Generation for Large Language Models](https://arxiv.org/abs/2307.09702) | Brandon T. Willard, Rémi Louf | 2023 |
| [Automata-based constraints for language model decoding](https://arxiv.org/abs/2407.08103) | Terry Koo, Frederick Liu, Luheng He | 2024 |
| [Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models](https://arxiv.org/abs/2408.02442) | Zhi Rui Tam, Cheng-Kuang Wu, Yi-Lin Tsai, Chieh-Yen Lin, Hung-yi Lee, Yun-Nung Chen | 2024 |
| [XGrammar: Flexible and Efficient Structured Generation Engine for Large Language Models](https://arxiv.org/abs/2411.15100) | Yixin Dong, Charlie F. Ruan, Yaxing Cai, Ruihang Lai, Ziyi Xu, Yilong Zhao, Tianqi Chen | 2024 |

## Videos
| Title | Presenter | Duration | Date |
| --- | --- | --- | --- |
| [Introduction to Structured Generation](http://youtube.com/watch?v=aNmfvN6S_n4) | Remi Louf | 15 min | 2024-08-14 |
| [Making AI coding assistants better, even for your weird DSLs](https://www.youtube.com/watch?v=ulAOjl4OM5M) | George Fahmy | 22 min | 2025-03-03 |
| [Structured Generation](https://www.youtube.com/watch?v=aNmfvN6S_n4) | Remi Louf | 15 min | 2024-08-14 |
| [OpenAI Introduces Structured Outputs in the API (Tutorial)](https://www.youtube.com/watch?app=desktop&v=6e_oFG4JVg8) | Elvis Saravia | 15 min | 2024-08-06 |

## Prompt Engineering

| Name | Description |
| --- | --- |
| [OpenAI Prompt Guide](https://platform.openai.com/docs/guides/prompt-generation) | Guide to designing effective prompts. |
| [Firecrawl](https://github.com/mendableai/firecrawl) | AI-powered web crawler. |
| [retab](https://github.com/retab-dev/retab) | Prompt engineering with reasoning fields using the JSON Schema |
| [Pydantic AI](https://github.com/pydantic/pydantic-ai) | AI-assisted validation using Pydantic. |
| [Unstructured.io](https://unstructured.io) | Framework for unstructured data parsing. |

## Models

| Name | Institution | Year |
| --- | --- | --- |
| [Gorilla](https://gorilla.cs.berkeley.edu) | UC Berkeley | 2023 |
| [NuExtract](https://numind.ai/blog/nuextract-a-foundation-model-for-structured-extraction) | Numind | 2024 |

## Datasets

| Name | Description | Author |
| --- | --- | --- |
| [JSON Schema Bench](https://github.com/guidance-ai/jsonschemabench) | Benchmarking JSON schema-based datasets. | Guidance AI |
| [Kleister Charity](https://github.com/applicaai/kleister-charity/) | NLP dataset for document understanding. | Applica AI |
| [Kleister NDA](https://github.com/applicaai/kleister-nda) | NLP dataset for non-disclosure agreements. | Applica AI |
| [RealKIE](https://github.com/IndicoDataSolutions/RealKIE) | Key information extraction dataset. | Indico Data Solutions |

## Apps & Tools

| Name | Description | Author | 
| --- | --- | --- |
| [OpenAI Structured Outputs Samples](https://github.com/openai/openai-structured-outputs-samples) | OpenAI Structured Outputs Samples | OpenAI |
| [Structured outputs](https://ollama.com/blog/structured-outputs) | Structured outputs in Ollama | Ollama |
| [retab Playground](https://retab.com/playground) | Playground for document analysis with structured generation | Retab |

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