Community projects and articles

Publishing examples and articles about Outlines are a meaningful way to contrinute to the community. Here is a list of projects we are aware of. Drop us a line if we forgot yours!

MMSG is a Python library for generating interleaved text and image content in a structured format you can directly pass to downstream APIs.

Multimodal Structured Generation: CVPR's 2nd MMFM Challenge Technical Report shows that Structured Generation can outperform finetuning, and maybe even multimodality, in document-image understanding tasks as part of CVPR's 2nd MMFM Challenge.

Chess LLM Arena is a HuggingFace Space where you can make LLMs compete in a chess match.

LLM Data Gen is a HuggingFace Space that generates synthetic dataset files in JSONLines format.

Fast, High-Fidelity LLM Decoding with Regex Constraints presents an efficient alternative to Outlines's structured generation.

gigax is an Open-Source library that allows to create real-time LLM-powered NPCs for video games.

Improving Prompt Consistency with Structured Generations shows how structured generation can improve consistency of evaluation runs by reducing sensitivity to changes in prompt format.

AskNews is a news curation service processing 300k news articles per day in a structured way, with Outlines.