RankGPT

RankGPT

Weiwei Sun
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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

The fastest path to relevant recommendations and search. Increase engagement, conversion, and revenue with a configurable system that adapts in real time. We help your users find what they're looking for by surfacing the products or content that are most relevant to them. We do this whilst taking into account your business objectives to ensure all sides of your platform or marketplace are being optimized fairly. Under the hood, Shaped is a real-time, 4-stage, recommendation system containing all the data and machine-learning infrastructure needed to understand your data and serve your discovery use-case at scale. Connect and deploy rapidly with direct integration to your existing data sources. Ingest and re-rank in real-time using behavioral signals. Fine-tune LLMs and neural ranking models for state-of-the-art performance. Build and experiment with ranking and retrieval components for any use case.

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

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

Audience

Businesses seeking a platform for recommendations, search and discovery

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

Free
Free Version
Free Trial

Pricing

No information available.
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

Weiwei Sun
United States
github.com/sunnweiwei/RankGPT

Company Information

Shaped
United States
www.shaped.ai/

Alternatives

Alternatives

RankLLM

RankLLM

Castorini
ColBERT

ColBERT

Future Data Systems
Utelly

Utelly

Synamedia Utelly

Categories

Categories

Integrations

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

Integrations

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