AI Advanced Reasoning Faces Collapse, Apple Study Warns of Illusion of Thinking
America ı By Jackie Allen
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Details of “Illusion of Thinking” Study
Apple's researchers set out to explore whether current large reasoning models could demonstrate scalable, reliable thinking. The results were startling. While LRMs showed strong performance in solving simple problems, they experienced a "complete accuracy collapse" on more complex tasks, such as classic puzzle-based reasoning tests. The paper concluded that as tasks grew harder, the models paradoxically reduced their reasoning effort instead of increasing it—a counterintuitive phenomenon the authors called “particularly concerning.” “Upon approaching a critical threshold... models counterintuitively begin to reduce their reasoning effort despite increasing problem difficulty,” the paper states. Tasks used in the study included:- Tower of Hanoi
- River Crossing puzzles
The Limits of AI Advanced Reasoning
Apple’s researchers tested several top-performing models:- OpenAI’s o3
- Google’s Gemini Thinking
- Anthropic’s Claude 3.7 Sonnet-Thinking
- DeepSeek’s R1
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