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.
☆184Sep 23, 2024Updated last year
Alternatives and similar repositories for llm-structured-output-benchmarks
Users that are interested in llm-structured-output-benchmarks are comparing it to the libraries listed below
Sorting:
- A Python wrapper around HuggingFace's TGI (text-generation-inference) and TEI (text-embedding-inference) servers.☆32Sep 19, 2025Updated 5 months ago
- STriP Net: Semantic Similarity of Scientific Papers (S3P) Network☆86Jun 13, 2022Updated 3 years ago
- ☆92Jan 24, 2025Updated last year
- The LLM Anti-Framework☆1,420Updated this week
- Enforce the output format (JSON Schema, Regex etc) of a language model☆1,992Aug 24, 2025Updated 6 months ago
- ☆80Jun 5, 2024Updated last year
- ☆79Feb 12, 2026Updated 3 weeks ago
- ☆20Jan 27, 2024Updated 2 years ago
- A lightweight, low-dependency, unified API to use all common reranking and cross-encoder models.☆1,602Dec 20, 2025Updated 2 months ago
- Improved GPT-3.5 Agent (with tools) for GPT-3.5☆21May 1, 2023Updated 2 years ago
- ☆47Apr 29, 2025Updated 10 months ago
- Fastest way to build and deploy reliable AI agents, MCP tools and agent-to-agent. Deploy in a production ready serverless environment.☆160Updated this week
- Generate interleaved text and image content in a structured format you can directly pass to downstream APIs.☆29Oct 18, 2024Updated last year
- ☆30Mar 18, 2024Updated last year
- ☆10Oct 2, 2024Updated last year
- ☆53Feb 10, 2025Updated last year
- ☆210Jun 26, 2025Updated 8 months ago
- Fast Multimodal Semantic Deduplication & Filtering☆892Jan 20, 2026Updated last month
- structured outputs for llms☆12,468Feb 25, 2026Updated last week
- Benchmark structured generation libraries☆31Oct 25, 2024Updated last year
- A prompting library☆192Jul 1, 2025Updated 8 months ago
- Use `outlines` generators with Haystack.☆15Feb 24, 2026Updated last week
- JAX notebook showing how to LoRA + GPTQ arbitrary models☆10Aug 8, 2023Updated 2 years ago
- Engineering Blog article prototypes☆17Oct 12, 2025Updated 4 months ago
- Fast search index for SPLADE sparse retrieval models implemented in Python using Numpy and Numba☆36Oct 16, 2025Updated 4 months ago
- Code for evaluating with Flow-Judge-v0.1 - an open-source, lightweight (3.8B) language model optimized for LLM system evaluations. Crafte…☆84Oct 29, 2024Updated last year
- Easily use and train state of the art late-interaction retrieval methods (ColBERT) in any RAG pipeline. Designed for modularity and ease-…☆3,868May 17, 2025Updated 9 months ago
- ☆728Aug 4, 2024Updated last year
- Low latency, High Accuracy, Custom Query routers for Humans and Agents. Built by Prithivi Da☆120Mar 31, 2025Updated 11 months ago
- Experimental Code for StructuredRAG: JSON Response Formatting with Large Language Models☆115Apr 9, 2025Updated 10 months ago
- Fast lexical search implementing BM25 in Python using Numpy, Numba and Scipy☆1,507Feb 17, 2026Updated 2 weeks ago
- This repository will contain the presentation and python jupyter notebooks for the DataHack Summit 2024 conference talk, Improving Real-w…☆121Sep 27, 2024Updated last year
- Superfast AI decision making and intelligent processing of multi-modal data.☆3,327Nov 18, 2025Updated 3 months ago
- ☆11Oct 4, 2022Updated 3 years ago
- ☆17May 29, 2025Updated 9 months ago
- Python tools☆14Oct 22, 2023Updated 2 years ago
- Fast fuzzy text search☆12May 16, 2023Updated 2 years ago
- ReBase: Training Task Experts through Retrieval Based Distillation☆29Feb 5, 2025Updated last year
- ☆31Nov 14, 2024Updated last year