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Today in 1963, Ivan Sutherland introduced the Sketchpad submitting his PhD thesis to MIT. The Sketchpad, one of the earliest programs for the TX-0, allowed direct manipulation of objects on a computer screen.

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Massimo

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43,250 görüntüleme • 8 ay önce •via X (Twitter)

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Humans draw to facilitate reasoning and communication. Why not let LLMs do so? 🚀We introduce✏️Sketchpad, which gives multimodal LLMs a sketchpad to draw and facilitate reasoning! Sketchpad gives GPT-4o great boosts on many vision and math tasks 📈 The video shows how GPT-4o with Sketchpad reasons with interleaved visual and textual steps. For more, visit our project page: 📌 For math tasks, ✏️Sketchpad allows LLMs to draw auxiliary lines on geometry diagrams, plotting functions, graphs, and even games. GPT-4o does math better when it can sketch! (+12.7% acc on average) 📌 For computer vision tasks, ✏️Sketchpad allows LLMs to sketch with vision specialists (e.g., GroundingDINO draws bounding boxes, SegmentAnything draws masks). Sketchpad substantially improves GPT-4o's vision abilities. GPT-4o + Sketchpad compared with prior SOTAs: 1️⃣ V*Bench: 75.4% -> 80.3% 2️⃣ BLINK correspondence: 42.4% -> 80.8% 3️⃣ BLINK relative depth: 67.7% -> 83.9% 4️⃣ BLINK spatial relation: 76.2% -> 81.1% ... See more interesting examples in the thread!
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Humans draw to facilitate reasoning and communication. Why not let LLMs do so? 🚀We introduce✏️Sketchpad, which gives multimodal LLMs a sketchpad to draw and facilitate reasoning! Sketchpad gives GPT-4o great boosts on many vision and math tasks 📈 The video shows how GPT-4o with Sketchpad reasons with interleaved visual and textual steps. For more, visit our project page: 📌 For math tasks, ✏️Sketchpad allows LLMs to draw auxiliary lines on geometry diagrams, plotting functions, graphs, and even games. GPT-4o does math better when it can sketch! (+12.7% acc on average) 📌 For computer vision tasks, ✏️Sketchpad allows LLMs to sketch with vision specialists (e.g., GroundingDINO draws bounding boxes, SegmentAnything draws masks). Sketchpad substantially improves GPT-4o's vision abilities. GPT-4o + Sketchpad compared with prior SOTAs: 1️⃣ V*Bench: 75.4% -> 80.3% 2️⃣ BLINK correspondence: 42.4% -> 80.8% 3️⃣ BLINK relative depth: 67.7% -> 83.9% 4️⃣ BLINK spatial relation: 76.2% -> 81.1% ... See more interesting examples in the thread!

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