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2) Notice that in any “meeting” of two different-colored chameleons, P, Y, M change according to one of these three rules: P + Y → 2M, so (P, Y, M) becomes (P − 1, Y− 1, M+ 2)

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2025 1

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Frontier LLMs Still Struggle with Simple Reasoning Tasks

cs.CL · 2025-07-09 · conditional · novelty 6.0

Frontier thinking models degrade sharply on procedurally scaled 'easy' reasoning tasks and fail on curated trivialized puzzles, often by regurgitating the original puzzle's solution.

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  • Frontier LLMs Still Struggle with Simple Reasoning Tasks cs.CL · 2025-07-09 · conditional · none · ref 5

    Frontier thinking models degrade sharply on procedurally scaled 'easy' reasoning tasks and fail on curated trivialized puzzles, often by regurgitating the original puzzle's solution.