Command A+Cohere AI
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RankLLMCastorini
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Related Products
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Command A+:
About
Command A+ is Cohere’s fastest and most powerful language model yet, an open-source enterprise workhorse built for complex reasoning, multimodal and multilingual agentic tasks, and efficient private deployment. It is a sparse mixture-of-experts model with 218B total parameters and 25B active parameters, designed for high-performance agentic workflows with minimal compute overhead. Command A+ unifies capabilities from across the Command family into one scalable model, supporting text, image, reasoning, and tool use with a 128K input context, 64K max generation, and support for 48 languages. It is optimized for reasoning, agentic workflows, RAG, multilingual work, and multimodal document processing, with support for vLLM and Transformers. Compared with earlier Command A models, it improves enterprise workload performance across multimodal understanding, retrieval, long-horizon tasks, complex reasoning, coding, translation, and document understanding.
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RankLLM:
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.
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Command A+:
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
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RankLLM:
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
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Command A+:
Audience
Enterprise AI developers and platform teams that need an open-source, privately deployable model for agentic workflows, reasoning, RAG, multilingual tasks, and multimodal document processing
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RankLLM:
Audience
Academic researchers and developers seeking a solution offering tools for implementing and evaluating listwise reranking with large language models
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Command A+:
Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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RankLLM:
Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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Command A+:
API
Offers API
Not Supported
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RankLLM:
API
Offers API
Supported
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Command A+:
Screenshots and Videos |
RankLLM:
Screenshots and Videos |
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Command A+:
Pricing
No information available.
Free Version
Not Supported
Free Trial
Not Supported
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RankLLM:
Pricing
Free
Free Version
Supported
Free Trial
Not Supported
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Command A+:
Reviews/
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RankLLM:
Reviews/
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Command A+:
Training
Documentation
Supported
Webinars
Supported
Live Online
Supported
In Person
Not Supported
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RankLLM:
Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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Command A+:
Company InformationCohere AI
Founded: 2019
Canada
cohere.com/blog/command-a-plus
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RankLLM:
Company InformationCastorini
Canada
github.com/castorini/rank_llm/
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Command A+:
Alternatives |
RankLLM:
Alternatives |
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RankLLM:
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Command A+:
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RankLLM:
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Command A+:
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RankLLM:
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Command A+:
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RankLLM: | |||||
Command A+:
Categories |
RankLLM:
Categories |
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Command A+:
Integrations
Cohere
Supported
Gemini
Not Supported
Gemini Enterprise
Not Supported
Llama
Not Supported
Mistral AI
Not Supported
NVIDIA TensorRT
Not Supported
North
Supported
OpenAI
Not Supported
Python
Not Supported
Qwen
Not Supported
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RankLLM:
Integrations
Cohere
Not Supported
Gemini
Supported
Gemini Enterprise
Supported
Llama
Supported
Mistral AI
Supported
NVIDIA TensorRT
Supported
North
Not Supported
OpenAI
Supported
Python
Supported
Qwen
Supported
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Command A+:
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RankLLM:
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