Sketchpad: An AI Framework that Gives Multimodal Language Models LMs a Visual Sketchpad and Tools to Draw on the Sketchpad

Title: Enhancing Visual Reasoning in Multimodal Language Models Challenges: Multimodal language models struggle to utilize visual information for reasoning, impacting tasks like geometry and visual perception. Solution: SKETCHPAD Framework The SKETCHPAD framework equips language models with a visual sketchpad and dynamic sketching tools, allowing them to draw and reason visually, enhancing performance. Practical Applications: Using common Python packages, SKETCHPAD can draw auxiliary lines in geometry problems and plot functions in mathematical tasks without additional training. It can also integrate specialist vision models for tasks like object detection and segmentation. Performance and Impact: Extensive experiments show that SKETCHPAD significantly improves accuracy, precision, and recall in various tasks, with an average gain of 12.7% in math tasks and 8.6% in vision tasks. This demonstrates its potential to advance AI research. Take Action: Evolve Your Company with AI Discover how SKETCHPAD can redefine your work processes and stay competitive. Connect with us for AI KPI management advice and insights into leveraging AI. Spotlight on a Practical AI Solution Explore the AI Sales Bot, designed to automate customer engagement and manage interactions across all customer journey stages. Discover how AI can redefine your sales processes and customer engagement. Useful Links: AI Lab in Telegram @itinai – free consultation Twitter – @itinaicom