# stephenleo/llm-structured-output-benchmarks

<https://repo.masters-masters.com/en/repos/stephenleo/llm-structured-output-benchmarks>

[Home](https://repo.masters-masters.com/en) › [stephenleo](https://repo.masters-masters.com/en/owners/stephenleo) › [llm-structured-output-benchmarks](https://repo.masters-masters.com/en/repos/stephenleo/llm-structured-output-benchmarks)

stephenleo/llm-structured-output-benchmarks has 191 stars on GitHub. Its RepoMasters card: Prototype tier. Benchmark various LLM Structured Output frameworks…

| Field | Value |
| --- | --- |
| Owner | [stephenleo](https://repo.masters-masters.com/en/owners/stephenleo) |
| Stars | 191 |
| Forks | 7 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | Apache-2.0 |
| Created | 2024 |
| Tier | [Prototype (100 to 249 ★)](https://repo.masters-masters.com/en/ranks/rush) |
| View on GitHub | [stephenleo/llm-structured-output-benchmarks](https://github.com/stephenleo/llm-structured-output-benchmarks) |

## Repository

Benchmark various LLM Structured Output frameworks: Instructor, Mirascope, Langchain, LlamaIndex, Fructose, Marvin, Outlines, etc on tasks like multi-label classification, named entity recognition, synthetic data generation, etc.

The tier for repos with 100 to 249 ★. Published odds per card pulled: 70%. Rarity: Common.

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Data: GitHub · Illustration drawn by RepoMasters from the repo’s ID and its language color.