Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

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 Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

AccessOwl No 
Amazon Kinesis No 
Amazon S3 No 
Amplitude No 
Claude Yes 
GPT-3.5 Yes 
GPT-4 Yes 
Google Analytics No 
Google Cloud BigQuery No 
Google Cloud Firestore No 
Hugging Face Yes 
LiteLLM Yes 
Llama 2 Yes 
Mixpanel No 
MySQL No 
PostgreSQL No 
Python Yes 
RankLLM Yes 
Segment No 
Snowflake No 

Integrations

AccessOwl Yes 
Amazon Kinesis Yes 
Amazon S3 Yes 
Amplitude Yes 
Claude No 
GPT-3.5 No 
GPT-4 No 
Google Analytics Yes 
Google Cloud BigQuery Yes 
Google Cloud Firestore Yes 
Hugging Face No 
LiteLLM No 
Llama 2 No 
Mixpanel Yes 
MySQL Yes 
PostgreSQL Yes 
Python No 
RankLLM No 
Segment Yes 
Snowflake Yes 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

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/

Product Features

Product Features

Alternatives

RankLLM Reviews

RankLLM

Castorini
ColBERT Reviews

ColBERT

Future Data Systems
Utelly Reviews

Utelly

Synamedia Utelly