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The Illusion of Intelligence in AI - Reasoning Performance and Real-World Applications

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Overview

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Explore cutting-edge AI research from Harvard, MIT, and other leading institutions examining the limitations and challenges in artificial intelligence reasoning capabilities. Delve into three groundbreaking research papers that reveal critical gaps between perceived and actual AI performance in real-world applications. Discover why chain-of-thought reasoning fails in clinical text understanding through Harvard Medical School and MIT research, investigating how current AI systems struggle with medical text comprehension despite appearing sophisticated. Learn about AI's ability to perceive physical danger and intervene through Google DeepMind Robotics and Princeton University findings, examining whether artificial intelligence can effectively identify and respond to safety threats. Understand shortcut learning in visual-language understanding via research from ETH Zürich, Google DeepMind, and EPFL, uncovering how AI systems take problematic shortcuts that compromise their reasoning abilities. Gain insights into the implications for medical AI applications, safety systems, and the development of future AI models including discussions of GPT-5 variants, while examining the broader question of whether current AI demonstrates genuine intelligence or merely creates an illusion of understanding.

Syllabus

The Illusion of Intelligence in AI (Harvard, MIT)

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