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Exponential improvements* everywhere for those with the eyes to see them. This is a cool benchmark, and was impossible for early non-reasoner LLMs to do at all. * Okay, technically "logistic improvement" because the maximum score is bounded at 100 (and logistic has a lower AIC) https://t.co/9kVj4o7Gz0
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"text": "(1/N) Pencil Puzzle Bench is out!\n\n51 LLMs tested on pencil puzzles (multi-step, logical reasoning, verifiable at each step)\nDataset: 62k unique puzzles, 94 types.\nEvaluation: covers 300 puzzles across 20 types\nBest score: GPT 5.2@xhigh 56%, half the puzzles are still unsolved",
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