# Vision

Phi-3 Vision is a lightweight, state-of-the-art open multimodal model built on a dataset encompassing synthetic data and curated publicly available websites. It focuses on exceptionally high-quality reasoning-intensive data for both text and vision. Belonging to the Phi-3 family of models, the multimodal version supports a 128K context length (in tokens) and has undergone rigorous enhancement processes, combining supervised fine-tuning and direct preference optimization to ensure precise instruction following and robust safety measures.

This paper systematically evaluates the ability of large language models (LLMs) to generate and recognize increasingly complex visual concepts, and demonstrates how to train initial visual representation learning systems using text models. Although language models cannot directly process pixel-level visual information, this research utilizes code representations of images. While LLM-generated images are not like natural images, the results on image generation and correction suggest that accurately modeling strings can teach language models much about the visual world. Furthermore, experiments on self-supervised visual representation learning using text-model generated images highlight the potential of training visual models capable of semantic evaluation on natural images using only LLMs.

Squadpilot is designed to help you build an organizational profile that truly embodies your vision, mission, and core values. It offers the following features and benefits: 1. Guide Strategic Planning: Vision, mission, and core values serve as a compass for your organization, guiding decisions and strategic planning. 2. Shape Cultural Foundation: It helps establish a shared understanding and goals among employees, promoting a positive and cohesive work environment. 3. Shape Brand Image: Define your organization's brand image, communicate your values and goals to customers, partners, and stakeholders, building market trust and reputation. This product is priced flexibly and is aimed at helping organizations achieve their strategic objectives and build a strong culture.

Abacus.AI is the world's first end-to-end AI platform that enables real-time, large-scale deep learning for common enterprise applications. Through our advanced MLOps platform, you can utilize your own models or leverage our neural network capabilities to build highly accurate models and deploy them across various application scenarios, including prediction, personalization, vision, anomaly detection, and NLP.