RankLLM

RankLLM

Castorini
+
+

Related Products

  • LM-Kit.NET
    29 Ratings
    Visit Website
  • Runpod
    220 Ratings
    Visit Website
  • Google Cloud Speech-to-Text
    366 Ratings
    Visit Website
  • Google AI Studio
    30 Ratings
    Visit Website
  • Gemini Enterprise Agent Platform
    984 Ratings
    Visit Website
  • Cloudflare
    2,026 Ratings
    Visit Website
  • StackAI
    53 Ratings
    Visit Website
  • Retool
    584 Ratings
    Visit Website
  • ActCAD Software
    401 Ratings
    Visit Website
  • 3Q
    14 Ratings
    Visit Website

About

Nexa SDK is a unified developer toolkit that lets you run and ship any AI model locally on virtually any device with support for NPUs, GPUs, and CPUs, offering seamless deployment without needing cloud connectivity; it provides a fast command-line interface, Python bindings, mobile (Android and iOS) SDKs, and Linux support so you can integrate AI into apps, IoT devices, automotive systems, and desktops with minimal setup and one line of code to run models, while also exposing an OpenAI-compatible REST API and function calling for easy integration with existing clients. Powered by the company’s custom NexaML inference engine built from the kernel up for optimal performance on every hardware stack, the SDK supports multiple model formats including GGUF, MLX, and Nexa’s proprietary format, delivers full multimodal support for text, image, and audio tasks (including embeddings, reranking, speech recognition, and text-to-speech), and prioritizes Day-0 support for the latest architectures.

About

RankLLM is a Python toolkit for reproducible information retrieval research using rerankers, with a focus on listwise reranking. It offers a suite of rerankers, pointwise models like MonoT5, pairwise models like DuoT5, and listwise models compatible with vLLM, SGLang, or TensorRT-LLM. Additionally, it supports RankGPT and RankGemini variants, which are proprietary listwise rerankers. It includes modules for retrieval, reranking, evaluation, and response analysis, facilitating end-to-end workflows. RankLLM integrates with Pyserini for retrieval and provides integrated evaluation for multi-stage pipelines. It also 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.

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

Developers and engineers who need a unified, high-performance toolkit to run and deploy state-of-the-art AI models locally across diverse devices and hardware

Audience

Academic researchers and developers seeking a solution offering tools for implementing and evaluating listwise reranking with large language models

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

No information available.
Free Version
Free Trial

Pricing

Free
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

This software hasn't been reviewed yet. Be the first to provide a review:

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

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

NexaSDK
Founded: 2023
United States
sdk.nexa.ai/

Company Information

Castorini
Canada
github.com/castorini/rank_llm/

Alternatives

Alternatives

RankGPT

RankGPT

Weiwei Sun
ColBERT

ColBERT

Future Data Systems
CoreNexa

CoreNexa

CoreDial
Nexa|Face

Nexa|Face

Aware

Categories

Categories

Integrations

Python
Android
Apple iOS
Arch Linux
DeepSeek
Gemini
Gemini Enterprise
Llama
Ministral 3
Ministral 3B
Mistral AI
NVIDIA TensorRT
OpenAI
Qwen
Qwen3-Coder
RankGPT
smol developer

Integrations

Python
Android
Apple iOS
Arch Linux
DeepSeek
Gemini
Gemini Enterprise
Llama
Ministral 3
Ministral 3B
Mistral AI
NVIDIA TensorRT
OpenAI
Qwen
Qwen3-Coder
RankGPT
smol developer
Claim NexaSDK and update features and information
Claim NexaSDK and update features and information
Claim RankLLM and update features and information
Claim RankLLM and update features and information