RankGPT

RankGPT

Weiwei Sun

About

BGE (BAAI General Embedding) is a comprehensive retrieval toolkit designed for search and Retrieval-Augmented Generation (RAG) applications. It offers inference, evaluation, and fine-tuning capabilities for embedding models and rerankers, facilitating the development of advanced information retrieval systems. The toolkit includes components such as embedders and rerankers, which can be integrated into RAG pipelines to enhance search relevance and accuracy. BGE supports various retrieval methods, including dense retrieval, multi-vector retrieval, and sparse retrieval, providing flexibility to handle different data types and retrieval scenarios. The models are available through platforms like Hugging Face, and the toolkit provides tutorials and APIs to assist users in implementing and customizing their retrieval systems. By leveraging BGE, developers can build robust and efficient search solutions tailored to their specific needs.

About

Oracle Autonomous Database is a fully automated cloud database that uses machine learning to automate database tuning, security, backups, updates, and other routine management tasks traditionally performed by DBAs. It supports a wide range of data types and models, including SQL, JSON documents, graph, geospatial, text, and vectors, enabling developers to build applications for any workload without integrating multiple specialty databases. Built-in AI and machine learning capabilities allow for natural language queries, automated data insights, and the development of AI-powered applications. It offers self-service tools for data loading, transformation, analysis, and governance, reducing the need for IT intervention. It provides flexible deployment options, including serverless and dedicated infrastructure on Oracle Cloud Infrastructure (OCI), as well as on-premises with Exadata Cloud@Customer.

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.

About

Enjoy the highest performance and unlimited possibilities when working with SQL Server. SQL Server Data Access Components (SDAC) is a library of components that provides native connectivity to SQL Server from Delphi and C++Builder including Community Edition, as well as Lazarus (and Free Pascal) for Windows, Linux, macOS, iOS, and Android for both 32-bit and 64-bit platforms. SDAC-based applications connect to SQL Server directly through OLE DB, which is a native SQL Server interface. SDAC is designed to help programmers develop faster and cleaner SQL Server database applications. SDAC, a high-performance, and feature-rich SQL Server connectivity solution is a complete replacement for standard SQL Server connectivity solutions and presents an efficient native alternative to the Borland Database Engine (BDE) and standard dbExpress driver for access to SQL Server. SDAC-based DB applications are easy to deploy, and do not require the installation of other data provider layers.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

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

Data scientists and AI researchers looking for a tool to develop sophisticated retrieval systems, offering tools for embedding, reranking, and fine-tuning to enhance search and RAG applications

Audience

Data engineers and developers in need of a solution for building and deploying scalable applications with minimal administrative overhead

Audience

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

Audience

Programmers in need of a tool to develop faster and cleaner SQL Server database applications

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

$123.86 per month
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Pricing

$199.95 per year
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

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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

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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

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Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

BGE
Founded: 2025
United States
bge-model.com/Introduction/index.html

Company Information

Oracle
Founded: 1977
United States
www.oracle.com/autonomous-database/

Company Information

Weiwei Sun
United States
github.com/sunnweiwei/RankGPT

Company Information

Devart
Founded: 1997
Czech Republic
www.devart.com/sdac/

Alternatives

Alternatives

Alternatives

RankLLM

RankLLM

Castorini

Alternatives

ColBERT

ColBERT

Future Data Systems
Azure AI Search

Azure AI Search

Microsoft
Azure AI Search

Azure AI Search

Microsoft

Categories

Categories

Categories

Categories

Integrations

Baseten
ChatGPT
Claude
Cohere
Delphi
FreeBSD
GPT-3.5
GPT-4
Hugging Face
JSON
LiteLLM
Llama 2
NVIDIA TensorRT
Oracle AI Data Platform (AIDP)
Oracle Cloud Infrastructure
Oracle Database
Oracle Database@AWS
Python
SQL
SQL Server

Integrations

Baseten
ChatGPT
Claude
Cohere
Delphi
FreeBSD
GPT-3.5
GPT-4
Hugging Face
JSON
LiteLLM
Llama 2
NVIDIA TensorRT
Oracle AI Data Platform (AIDP)
Oracle Cloud Infrastructure
Oracle Database
Oracle Database@AWS
Python
SQL
SQL Server

Integrations

Baseten
ChatGPT
Claude
Cohere
Delphi
FreeBSD
GPT-3.5
GPT-4
Hugging Face
JSON
LiteLLM
Llama 2
NVIDIA TensorRT
Oracle AI Data Platform (AIDP)
Oracle Cloud Infrastructure
Oracle Database
Oracle Database@AWS
Python
SQL
SQL Server

Integrations

Baseten
ChatGPT
Claude
Cohere
Delphi
FreeBSD
GPT-3.5
GPT-4
Hugging Face
JSON
LiteLLM
Llama 2
NVIDIA TensorRT
Oracle AI Data Platform (AIDP)
Oracle Cloud Infrastructure
Oracle Database
Oracle Database@AWS
Python
SQL
SQL Server
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