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What is RankGPT?

RankGPT is a Python toolkit meticulously designed to explore the utilization of generative Large Language Models (LLMs), such as ChatGPT and GPT-4, to enhance relevance ranking in Information Retrieval (IR) systems. It introduces cutting-edge methods, including instructional permutation generation and a sliding window approach, which enable LLMs to efficiently reorder documents. The toolkit supports a variety of LLMs—including GPT-3.5, GPT-4, Claude, Cohere, and Llama2 via LiteLLM—providing extensive modules for retrieval, reranking, evaluation, and response analysis, which streamline the entire process from start to finish. Additionally, it includes a specialized module for in-depth examination of input prompts and outputs from LLMs, addressing reliability challenges related to LLM APIs and the unpredictable nature of Mixture-of-Experts (MoE) models. Moreover, RankGPT is engineered to function with multiple backends, such as SGLang and TensorRT-LLM, ensuring compatibility with a wide range of LLMs. Among its impressive features, the Model Zoo within RankGPT displays various models, including LiT5 and MonoT5, conveniently hosted on Hugging Face, facilitating easy access and implementation for users in their projects. This toolkit not only empowers researchers and developers but also opens up new avenues for improving the efficiency of information retrieval systems through state-of-the-art LLM techniques. Ultimately, RankGPT stands out as an essential resource for anyone looking to push the boundaries of what is possible in the realm of information retrieval.

What is EmpirioLabs AI?

EmpirioLabs AI specializes in the hosting of a diverse range of AI models, which encompass open, proprietary, and customized stacks tailored to specific needs. We take pride in operating our own GPU infrastructure, enabling us to efficiently run open-source models while also providing optimized endpoints for proprietary applications and assisting teams with their model deployments to real-world users. Our vast selection covers various categories, including but not limited to text, image, video, audio, transcription, embedding, reranking, research, and 3D models, and is enhanced by features such as a browser playground, GPU Cloud instances, and hosted AI agents. Moreover, the platform offers live pricing for each model, a REST API, and a remote MCP server that supports popular models like Claude and ChatGPT, alongside code editors and integrations with tools such as LangChain, LiteLLM, Dify, n8n, and VS Code. Users can anticipate continuous updates with new models and features being introduced regularly. In addition, our platform is crafted to simplify the integration of AI solutions into various applications, which facilitates teams in harnessing cutting-edge technology effectively for their projects. This commitment to user-friendly interfaces and robust support underscores our dedication to advancing the accessibility of AI capabilities.

Media

Media

Integrations Supported

ChatGPT
LiteLLM
Claude
Claude for Legal
GPT-3.5
GPT-4
Hugging Face
NVIDIA TensorRT
RankLLM

Integrations Supported

ChatGPT
LiteLLM
Claude Desktop
Hermes Agent
Langflow
Model Context Protocol (MCP)
OpenClaw
OpenCode
Postman
Vercel AI SDK
Visual Studio Code
Zapier
n8n

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Version

Pricing Information

$19.90/month
Pay-as-you-go charges vary by model and usage unit; no subscription is required, and some models are free. Optional monthly plans are Lite at $19.90/month, Pro at $49.90/month, and Max at $199.90/month, each with weekly usage allowances.
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Weiwei Sun

Company Location

United States

Company Website

github.com/sunnweiwei/RankGPT

Company Facts

Organization Name

EmpirioLabs AI

Company Location

United States

Company Website

empiriolabs.ai

Categories and Features

Reranking Models

Not specified

Categories and Features

AI Inference

Not specified

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