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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 FutureHouse?

FutureHouse is a nonprofit research entity focused on leveraging artificial intelligence to propel advancements in scientific exploration, particularly in biology and other complex fields. This pioneering laboratory features sophisticated AI agents designed to assist researchers by streamlining various stages of the research workflow. Notably, FutureHouse is adept at extracting and synthesizing information from scientific literature, achieving outstanding results in evaluations such as the RAG-QA Arena's science benchmark. Through its innovative agent-based approach, it promotes continuous refinement of queries, re-ranking of language models, contextual summarization, and in-depth exploration of document citations to enhance the accuracy of information retrieval. Additionally, FutureHouse offers a comprehensive framework for training language agents to tackle challenging scientific problems, enabling these agents to perform tasks that include protein engineering, literature summarization, and molecular cloning. To further substantiate its effectiveness, the organization has introduced the LAB-Bench benchmark, which assesses language models on a variety of biology-related tasks, such as information extraction and database retrieval, thereby enriching the scientific community. By fostering collaboration between scientists and AI experts, FutureHouse not only amplifies research potential but also drives the evolution of knowledge in the scientific arena. This commitment to interdisciplinary partnership is key to overcoming the challenges faced in modern scientific inquiry.

Media

Media

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

FutureHouse

Date Founded

2023

Company Location

United States

Company Website

www.futurehouse.org

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