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Failures and Overthinking in Reasoning Models
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Failures and Overthinking in Reasoning Models
What phenomenon do reasoning models exhibit, where they explore incorrect solutions even after finding the correct one? š¤
Difficulty: Easy
Overthinking
Underthinking
Correct thinking
Fast thinking
At what complexity level do reasoning models such as LRMs and non-thinking models begin to experience a complete performance collapse? š
Difficulty: Medium
Low complexity
Medium complexity
High complexity
No complexity
What notable behavior is observed in reasoning models when approaching a critical complexity threshold regarding their reasoning effort? š
Difficulty: Hard
They maintain consistent efforts
They increase their reasoning effort
They reduce their reasoning effort
They stop reasoning entirely
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The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
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