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@@ -24,7 +24,7 @@ about two hours.
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  | eval set | exact-solution accuracy |
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  |---|---|
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  | standard test (200 puzzles, same difficulty as training) | 100% |
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- | hard set, zero-shot (750 stratified puzzles, up to 60× training difficulty) | **97.7%** (733/750) |
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  Per-stratum on the hard set: raw 98.7%, hard24 99.3%, anneal150 100%,
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  anneal400 94.7%, anneal400x2 96.0%. All 17 failures occur on puzzles where the
 
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  | eval set | exact-solution accuracy |
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  |---|---|
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  | standard test (200 puzzles, same difficulty as training) | 100% |
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+ | hard set (750 stratified puzzles, stratum medians up to ~40× the training median difficulty) | **97.7%** (733/750) |
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  Per-stratum on the hard set: raw 98.7%, hard24 99.3%, anneal150 100%,
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  anneal400 94.7%, anneal400x2 96.0%. All 17 failures occur on puzzles where the