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Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
I referenced Apple’s “The Illusion of Thinking” paper because it’s a useful reality check on so-called reasoning models. Their experiments suggest that as tasks get harder, models may not reason more—they may actually use fewer steps, which raises questions about what “thinking” even means in these systems.
Pros
- +Concrete experiments that probe limits of reasoning-style models
- +Helpful for understanding model failure modes as complexity rises
Cons
- -Findings are actively debated and depend on test setup
- -Not written for absolute beginners
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Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
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Highlights
- +Concrete experiments that probe limits of reasoning-style models
- +Helpful for understanding model failure modes as complexity rises
Recommended by
Jean Lee