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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
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