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Average Ratings 0 Ratings

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ease
features
design
support

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Write a Review

Description

RankGPT is a Python toolkit specifically crafted to delve into the application of generative Large Language Models (LLMs), such as ChatGPT and GPT-4, for the purpose of relevance ranking within Information Retrieval (IR). It presents innovative techniques, including instructional permutation generation and a sliding window strategy, which help LLMs to efficiently rerank documents. Supporting a diverse array of LLMs—including GPT-3.5, GPT-4, Claude, Cohere, and Llama2 through LiteLLM—RankGPT offers comprehensive modules for retrieval, reranking, evaluation, and response analysis, thereby streamlining end-to-end processes. Additionally, the toolkit features a module dedicated to the in-depth analysis of input prompts and LLM outputs, effectively tackling reliability issues associated with LLM APIs and the non-deterministic nature of Mixture-of-Experts (MoE) models. Furthermore, it is designed to work with multiple backends, such as SGLang and TensorRT-LLM, making it compatible with a broad spectrum of LLMs. Among its resources, RankGPT's Model Zoo showcases various models, including LiT5 and MonoT5, which are conveniently hosted on Hugging Face, allowing users to easily access and implement them in their projects. Overall, RankGPT serves as a versatile and powerful toolkit for researchers and developers aiming to enhance the effectiveness of information retrieval systems through advanced LLM techniques.

Description

Experience the quickest route to tailored recommendations and search functionalities. Boost user engagement, conversion rates, and overall revenue with a versatile system that adjusts in real time to meet your needs. Our platform assists users in locating exactly what they desire by highlighting products or content that align most closely with their interests. We also prioritize your business goals, ensuring that every aspect of your platform or marketplace is optimized equitably. At its core, Shaped features a four-stage, real-time recommendation engine equipped with the necessary data and machine-learning infrastructure to analyze your data and effectively cater to your discovery requirements on a large scale. Integration with your current data sources is seamless and quick, allowing for the ingestion and re-ranking of information in real time based on user behavior. You can also enhance large language models and neural ranking systems to achieve cutting-edge performance. Furthermore, our platform enables you to create and experiment with various ranking and retrieval components tailored to any specific application. This flexibility and capability ensure that users receive the most relevant results for their inquiries.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Amazon Kinesis
Amazon S3
ChatGPT
Claude
Cohere
GPT-3.5
GPT-4
Google Analytics
Google Cloud BigQuery
Google Cloud Firestore
Hugging Face
LiteLLM
Llama 2
Mixpanel
MySQL
NVIDIA TensorRT
Python
RankLLM
Segment
Snowflake

Integrations

Amazon Kinesis
Amazon S3
ChatGPT
Claude
Cohere
GPT-3.5
GPT-4
Google Analytics
Google Cloud BigQuery
Google Cloud Firestore
Hugging Face
LiteLLM
Llama 2
Mixpanel
MySQL
NVIDIA TensorRT
Python
RankLLM
Segment
Snowflake

Pricing Details

Free
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Weiwei Sun

Country

United States

Website

github.com/sunnweiwei/RankGPT

Vendor Details

Company Name

Shaped

Country

United States

Website

www.shaped.ai/

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Product Features

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