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Description

RankLLM is a comprehensive Python toolkit designed to enhance reproducibility in information retrieval research, particularly focusing on listwise reranking techniques. This toolkit provides an extensive array of rerankers, including pointwise models such as MonoT5, pairwise models like DuoT5, and listwise models that work seamlessly with platforms like vLLM, SGLang, or TensorRT-LLM. Furthermore, it features specialized variants like RankGPT and RankGemini, which are proprietary listwise rerankers tailored for enhanced performance. The toolkit comprises essential modules for retrieval, reranking, evaluation, and response analysis, thereby enabling streamlined end-to-end workflows. RankLLM's integration with Pyserini allows for efficient retrieval processes and ensures integrated evaluation for complex multi-stage pipelines. Additionally, it offers a dedicated module for in-depth analysis of input prompts and LLM responses, which mitigates reliability issues associated with LLM APIs and the unpredictable nature of Mixture-of-Experts (MoE) models. Supporting a variety of backends, including SGLang and TensorRT-LLM, it ensures compatibility with an extensive range of LLMs, making it a versatile choice for researchers in the field. This flexibility allows researchers to experiment with different model configurations and methodologies, ultimately advancing the capabilities of information retrieval systems.

Description

Verboo Code functions as a coding agent that offers unlimited tokens for a fixed fee. It features ten distinct models, each typically equipped with a one million token context window, which can be easily switched via commands. Users can access the service through four different entry points under a single subscription: an open-source command-line interface, a desktop application compatible with macOS, Windows, and Linux, a browser extension, and an OpenAI-compatible endpoint that integrates seamlessly with Cursor, VS Code, and JetBrains. Importantly, we do not resell any external APIs; instead, we maintain our own inference layer supported by a proprietary routing system and vLLM/SGLang orchestration. This unique approach is what allows us to offer a straightforward pricing model with no undisclosed limits. Additionally, our commitment to transparency and user accessibility sets us apart in the market.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

No images available

Integrations

OpenAI Yes 
Gemini Yes 
Gemini Enterprise Yes 
Llama Yes 
Mistral AI Yes 
NVIDIA TensorRT Yes 
OpenCode No 
Python Yes 
Qwen Yes 
RankGPT Yes 

Integrations

OpenAI Yes 
Gemini No 
Gemini Enterprise No 
Llama No 
Mistral AI No 
NVIDIA TensorRT No 
OpenCode Yes 
Python No 
Qwen No 
RankGPT No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

$24/month per developer
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 No 
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) No 
In Person No 

Vendor Details

Company Name

Castorini

Country

Canada

Website

github.com/castorini/rank_llm/

Vendor Details

Company Name

Verboo (Verbeux Servicos Ltda)

Founded

2024

Country

Brazil

Website

verboo.ai

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Product Features

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