RankGPT

RankGPT

Weiwei Sun
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+

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About

Generative AI Service Cloud Infrastructure is a fully managed platform offering powerful large language models for tasks such as generation, summarization, analysis, chat, embedding, and reranking. You can access pretrained foundational models via an intuitive playground, API, or CLI, or fine-tune custom models on your own data using dedicated AI clusters isolated to your tenancy. The service includes content moderation, model controls, dedicated infrastructure, and flexible deployment endpoints. Use cases span industries and workflows; generating text for marketing or sales, building conversational agents, extracting structured data from documents, classification, semantic search, code generation, and much more. The architecture supports “text in, text out” workflows with rich formatting, and spans regions globally under Oracle’s governance- and data-sovereignty-ready cloud.

About

RankGPT is a Python toolkit designed to explore the use of generative Large Language Models (LLMs) like ChatGPT and GPT-4 for relevance ranking in Information Retrieval (IR). It introduces methods such as instructional permutation generation and a sliding window strategy to enable LLMs to effectively rerank documents. It supports various LLMs, including GPT-3.5, GPT-4, Claude, Cohere, and Llama2 via LiteLLM. RankGPT provides modules for retrieval, reranking, evaluation, and response analysis, facilitating end-to-end workflows. It includes a module for detailed analysis of input prompts and LLM responses, addressing reliability concerns with LLM APIs and non-deterministic behavior in Mixture-of-Experts (MoE) models. The toolkit supports various backends, including SGLang and TensorRT-LLM, and is compatible with a wide range of LLMs. RankGPT's Model Zoo includes models like LiT5 and MonoT5, hosted on Hugging Face.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Enterprise developers, data-science and AI teams requiring a solution to build, tune and deploy generative-AI-powered applications and agents

Audience

AI researchers needing a tool to leverage LLMs for advanced document reranking in information retrieval systems

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Oracle
Founded: 1977
United States
www.oracle.com/artificial-intelligence/generative-ai/generative-ai-service/

Company Information

Weiwei Sun
United States
github.com/sunnweiwei/RankGPT

Alternatives

LM-Kit.NET

LM-Kit.NET

LM-Kit

Alternatives

RankLLM

RankLLM

Castorini
ColBERT

ColBERT

Future Data Systems
Forefront

Forefront

Forefront.ai

Categories

Categories

Integrations

ChatGPT
Claude
Cohere
GPT-3.5
GPT-4
Gemini
Google Cloud Platform
Hugging Face
LiteLLM
Llama 2
NVIDIA TensorRT
Oracle Cloud Infrastructure
Oracle Database
Python
RankLLM

Integrations

ChatGPT
Claude
Cohere
GPT-3.5
GPT-4
Gemini
Google Cloud Platform
Hugging Face
LiteLLM
Llama 2
NVIDIA TensorRT
Oracle Cloud Infrastructure
Oracle Database
Python
RankLLM
Claim Oracle Generative AI Service and update features and information
Claim Oracle Generative AI Service and update features and information
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