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What is GLM-4.1V?

GLM-4.1V represents a cutting-edge vision-language model that provides a powerful and efficient multimodal ability for interpreting and reasoning through different types of media, such as images, text, and documents. The 9-billion-parameter variant, referred to as GLM-4.1V-9B-Thinking, is built on the GLM-4-9B foundation and has been refined using a distinctive training method called Reinforcement Learning with Curriculum Sampling (RLCS). With a context window that accommodates 64k tokens, this model can handle high-resolution inputs, supporting images with a resolution of up to 4K and any aspect ratio, enabling it to perform complex tasks like optical character recognition, image captioning, chart and document parsing, video analysis, scene understanding, and GUI-agent workflows, which include interpreting screenshots and identifying UI components. In benchmark evaluations at the 10 B-parameter scale, GLM-4.1V-9B-Thinking achieved remarkable results, securing the top performance in 23 of the 28 tasks assessed. These advancements mark a significant progression in the fusion of visual and textual information, establishing a new benchmark for multimodal models across a variety of applications, and indicating the potential for future innovations in this field. This model not only enhances existing workflows but also opens up new possibilities for applications in diverse domains.

What is Cohere Parse?

Cohere Parse is a sophisticated vision-language model crafted to adeptly manage and analyze extensive collections of enterprise documents, converting complex multimodal files into structured data that machines can seamlessly understand. Unlike traditional OCR systems, it can interpret tables, forms, diagrams, embedded images, and the overall layout of documents, resulting in clean Markdown that is ready for various downstream applications. This model is specifically designed for business documentation across essential industries such as finance, insurance, and scientific research, and it supports text and images in nine widely spoken global languages. Featuring spatial awareness, it preserves important visual relationships by creating bounding boxes around visual elements, which significantly enhances tasks like retrieval, grounding, and automation. Engineered to handle high-volume production tasks, Cohere Parse guarantees consistent parsing quality and high throughput, even as the volume of documents grows. Its capabilities are applicable in automated document processing, facilitating the extraction of structured information from a diverse array of documents, including but not limited to claims, contracts, and invoices. As such, Cohere Parse emerges as an invaluable tool for organizations aiming to optimize their document management and extraction workflows, ensuring efficiency and precision in their operations. Ultimately, its versatility and effectiveness make it an asset in navigating the complexities of modern documentation.

Media

Media

Integrations Supported

AtomCode
Claude Code
Cline
Kilo Code
OpenRouter
Roo Code
Sup AI
oMLX

Integrations Supported

API Availability

Has API

API Availability

Pricing Information

Free
Free Version

Pricing Information

Pricing not provided
Free Version

Supported Platforms

SaaS
Windows
Mac
On-Prem
Linux

Supported Platforms

SaaS
Windows
Mac
On-Prem
Linux

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub
Webinars
Online Training

Company Facts

Organization Name

Z.ai

Date Founded

2023

Company Location

China

Company Website

chat.z.ai/

Company Facts

Organization Name

Cohere AI

Date Founded

2019

Company Location

Canada

Company Website

cohere.com/blog/parse

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Categories and Features

AI Models

Not specified

AI Vision Models

Not specified

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