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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 Permutable AI?

Permutable AI is built for financial institutions that need to transform massive amounts of global market noise into predictive, real-time intelligence. The platform captures news sentiment, sector signals, and macro narratives across thousands of sources, structuring them into high-quality data streams that traders and analysts can act on immediately. Its adaptive machine learning models highlight early inflection points in energy, commodities, macro themes, and geopolitical risk—often before the rest of the market catches on. Systematic desks can plug directly into Permutable’s structured event data, sentiment scoring, and backtested signals to enhance execution, reduce latency, and optimize alpha generation. Commodity and macro traders use the platform to anticipate supply-demand shifts, detect early narrative buildups, and identify momentum changes across oil, metals, and ag markets. Asset managers gain continuous insight into cross-asset sentiment, helping them hedge more accurately and allocate capital with greater confidence. The platform’s Trading Co-Pilot and R2 interfaces make complex signals visually intuitive, speeding up interpretation and decision cycles. Auto Analyst further automates synthesis, providing ready-to-use reports, summaries, and market intelligence snapshots. With seamless integration capabilities, Permutable outputs can flow directly into trading systems, dashboards, and risk models. Built for fast-moving markets, Permutable turns information overload into a systematic advantage for firms that demand precision, speed, and future-proof intelligence.

Media

Media

No images available

Integrations Supported

ChatGPT
Claude
Cohere
GPT-3.5
GPT-4
Hugging Face
LiteLLM
Llama 2
NVIDIA TensorRT
Python
RankLLM

Integrations Supported

ChatGPT
Claude
Cohere
GPT-3.5
GPT-4
Hugging Face
LiteLLM
Llama 2
NVIDIA TensorRT
Python
RankLLM

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Weiwei Sun

Company Location

United States

Company Website

github.com/sunnweiwei/RankGPT

Company Facts

Organization Name

Permutable AI

Date Founded

2020

Company Location

United Kingdom

Company Website

www.permutable.ai

Categories and Features

Categories and Features

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