RankGPT

RankGPT

Weiwei Sun
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+

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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

XLNet is a new unsupervised language representation learning method based on a novel generalized permutation language modeling objective. Additionally, XLNet employs Transformer-XL as the backbone model, exhibiting excellent performance for language tasks involving long context. Overall, XLNet achieves state-of-the-art (SOTA) results on various downstream language tasks including question answering, natural language inference, sentiment analysis, and document ranking.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

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

Audience

Developers interested in a solution for generalized autoregressive pretraining for language understanding

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Not Supported

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

Free
Free Version Supported
Free Trial Not Supported

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 Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Weiwei Sun
United States
github.com/sunnweiwei/RankGPT

Company Information

XLNet
Founded: 2019
github.com/zihangdai/xlnet

Alternatives

Alternatives

BERT

BERT

Google
RankLLM

RankLLM

Castorini
GPT-4

GPT-4

OpenAI
ColBERT

ColBERT

Future Data Systems
RoBERTa

RoBERTa

Meta
InstructGPT

InstructGPT

OpenAI

Categories

Reranking Models Supported

Categories

AI Models Supported
Generative AI Supported

Integrations

ChatGPT Supported
Claude Supported
Cohere Supported
GPT-3.5 Supported
GPT-4 Supported
Hugging Face Supported
LiteLLM Supported
Llama 2 Supported
NVIDIA TensorRT Supported
Python Supported
RankLLM Supported
Spark NLP Not Supported

Integrations

ChatGPT Not Supported
Claude Not Supported
Cohere Not Supported
GPT-3.5 Not Supported
GPT-4 Not Supported
Hugging Face Not Supported
LiteLLM Not Supported
Llama 2 Not Supported
NVIDIA TensorRT Not Supported
Python Not Supported
RankLLM Not Supported
Spark NLP Supported
Claim RankGPT and update features and information
Claim RankGPT and update features and information
Claim XLNet and update features and information
Claim XLNet and update features and information