Cohere ParseCohere AI
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SmolVLMHugging Face
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About
Cohere Parse is a high-throughput vision-language model for processing large volumes of enterprise documents and converting complex, multimodal files into structured, machine-readable data. It goes beyond traditional OCR by understanding tables, forms, diagrams, embedded images, and document structure, returning clean Markdown for downstream processing and applications. Parse is trained for business documents across major industries and domains, including finance, insurance, and scientific work, and supports documents and images across nine major world languages. Spatial awareness preserves important visual relationships by returning bounding boxes for visual elements, helping improve retrieval, grounding, and automation. The model is designed for production-scale workloads, with high throughput and consistent parsing quality as document volumes grow. It can be used for automated document processing, extracting structured information from claims, contracts, and invoices.
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About
SmolVLM-Instruct is a compact, AI-powered multimodal model that combines the capabilities of vision and language processing, designed to handle tasks like image captioning, visual question answering, and multimodal storytelling. It works with both text and image inputs, providing highly efficient results while being optimized for smaller, resource-constrained environments. Built with SmolLM2 as its text decoder and SigLIP as its image encoder, the model offers improved performance for tasks that require integration of both textual and visual information. SmolVLM-Instruct can be fine-tuned for specific applications, offering businesses and developers a versatile tool for creating intelligent, interactive systems that require multimodal inputs.
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Platforms Supported
Windows
Supported
Mac
Supported
Linux
Supported
Cloud
Supported
On-Premises
Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Platforms Supported
Windows
Supported
Mac
Supported
Linux
Supported
Cloud
Not Supported
On-Premises
Supported
iPhone
Supported
iPad
Supported
Android
Supported
Chromebook
Not Supported
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Audience
Enterprise AI, data, and document-processing teams seeking to turn complex business documents into structured data for automation, search, RAG, and agentic workflows
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Audience
Developers, AI researchers, and businesses looking for a compact, high-performance model to handle multimodal tasks, including image-based data analysis, captioning, and story generation
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Not Supported
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API
Offers API
Not Supported
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API
Offers API
Not Supported
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Screenshots and Videos |
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Pricing
No information available.
Free Version
Supported
Free Trial
Not Supported
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Pricing
Free
Open source
Free Version
Supported
Free Trial
Not Supported
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Reviews/
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Reviews/
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Training
Documentation
Supported
Webinars
Supported
Live Online
Supported
In Person
Not Supported
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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Company InformationCohere AI
Founded: 2019
Canada
cohere.com/blog/parse
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Company InformationHugging Face
Founded: 2016
United States
huggingface.co/HuggingFaceTB/SmolVLM-Instruct
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Integrations
No info available.
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Integrations
No info available.
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