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If eventually all chameleons turn into a single color, say all Purple (P=47) or all Yellow (Y=47) or all Maroon (M=47), then we can compute S in each scenario: - All Purple: P = 47 =⇒ S = 47 + 2· 0 = 47 = 2(mod3) · 2016

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cs.CL 1

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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 8

    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.