RankGPT

RankGPT

Weiwei Sun
+
+

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About

Jina Reranker v2 is a state-of-the-art reranker designed for Agentic Retrieval-Augmented Generation (RAG) systems. It enhances search relevance and RAG accuracy by reordering search results based on deeper semantic understanding. It supports over 100 languages, enabling multilingual retrieval regardless of the query language. It is optimized for function-calling and code search, making it ideal for applications requiring precise function signatures and code snippet retrieval. Jina Reranker v2 also excels in ranking structured data, such as tables, by understanding the downstream intent to query structured databases like MySQL or MongoDB. With a 6x speedup over its predecessor, it offers ultra-fast inference, processing documents in milliseconds. The model is available via Jina's Reranker API and can be integrated into existing applications using platforms like Langchain and LlamaIndex.

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

Developers and data scientists interested in a solution to enhance relevance and performance

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

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

Review this Software

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

Jina
Founded: 2020
United States
jina.ai/reranker/

Company Information

Weiwei Sun
United States
github.com/sunnweiwei/RankGPT

Alternatives

Alternatives

RankLLM

RankLLM

Castorini
ColBERT

ColBERT

Future Data Systems
RankLLM

RankLLM

Castorini

Categories

Categories

Integrations

Amazon Web Services (AWS)
ChatGPT
Claude
Cohere
GPT-3.5
GPT-4
Google Cloud Platform
Hugging Face
LangChain
LiteLLM
Llama 2
LlamaIndex
Microsoft Azure
MongoDB
MySQL
NVIDIA TensorRT
Python
RankLLM

Integrations

Amazon Web Services (AWS)
ChatGPT
Claude
Cohere
GPT-3.5
GPT-4
Google Cloud Platform
Hugging Face
LangChain
LiteLLM
Llama 2
LlamaIndex
Microsoft Azure
MongoDB
MySQL
NVIDIA TensorRT
Python
RankLLM
Claim Jina Reranker and update features and information
Claim Jina Reranker and update features and information
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Claim RankGPT and update features and information