Popular GitHub Repositories for Output

A game theoretic approach to explain the output of any machine learning model.

The AI framework that adds the engineering to prompt engineering (Python/TS/Ruby/Java/C#/Rust/Go compatible)

Data & AI Notebook templates catalog organized by tools, following the IMO (input, model, output) framework for easy usage and discovery..

Enhance Tesseract OCR output for scanned PDFs by applying Large Language Model (LLM) corrections.

Run AI models locally on your machine with node.js bindings for llama.cpp. Enforce a JSON schema on the model output on the generation level

TrustRAG：The RAG Framework within Reliable input,Trusted output

Learning to Adapt Structured Output Space for Semantic Segmentation, CVPR 2018 (spotlight)

Emacs as your personal AI assistant. Use LLMs such as ChatGPT or LLaMA for text generation or DALL-E and Stable Diffusion for image generation. Also supports speech input / output.

Hybrid Schema-Guided Reasoning (SGR) has agentic system design created by neuraldeep community

LLMs can generate feedback on their work, use it to improve the output, and repeat this process iteratively.

Schema-Guided Reasoning (SGR) is a technique that guides large language models (LLMs) to produce structured, clear, and predictable outputs by enforcing reasoning through predefined steps. By creating a specific schema (or structured template), you explicitly define:

The llama-cpp-agent framework is a tool designed for easy interaction with Large Language Models (LLMs). Allowing users to chat with LLM models, execute structured function calls and get structured output. Works also with models not fine-tuned to JSON output and function calls.

MLX Omni Server is a local inference server powered by Apple's MLX framework, specifically designed for Apple Silicon (M-series) chips. It implements OpenAI-compatible API endpoints, enabling seamless integration with existing OpenAI SDK clients while leveraging the power of local ML inference.

A desktop application that extracts YouTube playlist transcripts and enhances them using Google's Gemini AI models. The output is a book in any language you want.

A versatile workflow automation platform to create, organize, and execute AI workflows, from a single LLM to complex AI-driven workflows.

From anywhere you can type, query and stream the output of an LLM or any other script

Open AI ChatGPT流式输出。Open AI Stream output. ChatGPT Stream output.GPT-3.5

A program synthesis agent that autonomously fixes its output by running tests!

多平台模型接入，可扩展，多种输出格式，提供大语言模型聊天服务的插件 | A bot plugin for LLM chat with multi-model integration, extensibility, and various output formats

Merge models with separate rate for each 25 U-Net block (input, middle, output). Extension for Stable Diffusion UI by AUTOMATIC1111