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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The notebook distinguishes measurements from estimates and preserves each correction.\n\nWhat is the average number of records per day if the survey team recorded data for 10 days?\n\nTo find the **average number of records per day** over 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The notebook distinguishes measurements from estimates and preserves each correction.\n\nWhat is the average number of records per day if the survey team recorded data for 10 days?\n\nTo find the **average number of records per day** over 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The notebook distinguishes measurements from estimates and preserves each correction.\n\nWhat is the average number of records per day if the survey team recorded data for 10 days?\n\nTo find the **average number of records per day** over 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 99. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 100. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distingu","native_final":{"content":"","generated_text":" distinguishes measurements from estimates and preserves each correction.\nRecord 98. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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The activation-probe timing is retained in raw evidence, excluded from the head-to-head bars.","settings":{"cpu_expert_banks":20,"threads":3,"threads_batch":4,"activation_observed":false},"runs":[]},{"id":"strata","label":"Strata \u00b7 Titan","hardware":"58892137 \u00b7 Titan Xp 12GB","engine":"Release v0.2.10 / engine 0.1.56 CUDA12","status":"unsupported","reason":"Original model loader exited 2: native requires PLE tensors absent from Rust. Packaged --families lists qwen4exp and qwen35moe; this model is qwen3moe. No substitute checkpoint or synthetic PLE tensors used.","settings":{"argv":["/workspace/rust-lab/strata/strata","--native","/workspace/rust-lab/models/rust.gguf","--tokens","1","--max-new","1","--max-context","8192","--gpu","0"],"exit_code":2},"runs":[]}],"evidence":[{"label":"PXA 4.0.1 release","url":"https://github.com/poisonxa16/pxa/releases/tag/v4.0.1"},{"label":"PXA Overdrive selection","url":"https://github.com/poisonxa16/pxa/blob/v4.0.1/common/pxa-registry.cpp#L1651-L1698"},{"label":"Strata v0.2.10 release","url":"https://github.com/Niko1221/Strata/releases/tag/v0.2.10"},{"label":"Strata supported model families","url":"https://github.com/Niko1221/Strata/blob/v0.2.10/include/strata/artifact/model_family.hpp#L21-L25"}],"limitations":["Three repetitions per 512/4096-token shape for prep0/prep1/PXA4; Latin engine rotation and reversed shape order. a078 brackets before/after have two samples per shape. Each request forces128 output tokens. Small canaries precede scored requests, with no full-shape warmup.","Both production models remain on a078474 throughout this tuning comparison. These are additional private clones. Native rates are primary; same SSE transport for both arms.","Production activity and resource guards are sampled. Retained minimum512MiB free VRAM,20GiB initial host headroom and4GiB running headroom. Shared-host CPU noise and activity between polls remain possible.","Original model,40 CPU expert banks,8/20 threads,8192 context,Q8 KV and about21% GPU weight buffers unchanged. This is throughput and small sanity-check evidence, not ordinary Discord latency or a broad quality evaluation.","Kairo regression evidence is reported separately, including the incumbent raw-retrieval immediate-EOS baseline failure.","Four repetitions per 512/4096-token shape; 128 forced output tokens; ABBA engine order repeated twice and reversed shape order. Small canaries precede scored requests, with no full-shape warmup.","Both production models were switched to expXa before comparison and remained resident throughout. These are additional private clones. Native rates are primary; same SSE transport for both arms.","Production activity and resource guards are sampled. Retained minimum512MiB free VRAM,20GiB initial host headroom and4GiB running headroom. Shared-host CPU noise and activity between polls remain possible.","Original model,40 CPU expert banks,8/20 threads,8192 context,Q8 KV and about21% GPU weight buffers unchanged. This is throughput and small sanity-check evidence, not ordinary Discord latency or a broad quality evaluation.","Kairo regression evidence is reported separately, including the incumbent raw-retrieval immediate-EOS baseline failure.","Follow-up: These four V100 arms retain the existing model,40 CPU expert banks,8 generation/20 prefill threads,8192 context andQ8 KV. No offload tuning or production replacement.","Follow-up: Private clones restrict CUDA visibility to physicalGPU0; the original live process can enumerate both GPUs but places Rust model tensors onGPU0. All private clones use the same GPU visibility and extra residency.","Follow-up: Extra private-clone model residency consumes host RAM and about4.7GiB GPU memory. Compare new engines primarily with the matched legacy clone; the live refreshed baseline is a reference with lower residency.","Follow-up: Native rates are the primary comparison. Refreshed live uses existing proxy/nonstreaming JSON; all private clones use the same SSE client. Do not compare TTFT across those transports.","Follow-up: Admission and resource observations are sampled about once per second. All accepted clone samples show idle production slots and at least512MiB free GPU memory; this does not prove zero interference between polls or isolate hostCPU contention from other rentals.","Follow-up: Three repetitions per shape; small sanity checks precede timing, not full-shape warmup. Retain cold-start shape effects, individual observations and ranges. Engine order and shared-host conditions are not randomized.","Follow-up: Runtime engine controls are matched to live numeric environment settings. Default speculation can differ by engine version; actual native draft/accepted counts are preserved. Synthetic repeated-structure speed prompts are not ordinary Discord conversations or a quality evaluation.","Follow-up: ExpXa uses the same pinned208e21d source as the Titan comparison, rebuilt forSM70. Experimental aligned-Q6K is disabled. Exact source, compiler, binary and mapped dependency hashes are retained.","Follow-up: Initial strict1024MiB screen and baseline observer self-query failures are unqualified attempts retained in raw evidence; they are excluded from timed comparison bars.","Follow-up: Compilation and staging finish before the expXa speed test. The legacy bracket after expXa is a probe, not another three-repeat arm.","Three repetitions per prompt length; descriptive medians and observed ranges, with no significance claim.","Synthetic prompts contain repeated structure. Existing live speculative decoding produced draft/accepted counts; candidate counts and defaults are preserved. This workload is not ordinary Discord traffic and may favor n-gram reuse.","The same-settings Titan arm rebuilds pinned expXa 208e21d for SM61 because the original live binary contains SM70 GPU code. Engine revision, compiler and dependencies differ: it is a configuration replication, not a clean hardware-only experiment.","expXa uses the owner\u2019s local pinned HEAD 208e21d (three commits ahead of accepted origin e24007f); EXPXA_ALIGNED_Q6K=0. This Q4_K_M experiment does not evaluate the experimental Q6_K kernel.","GPU weight-buffer percentages describe tensor placement, not the percentage of computation or time on GPU.","GPU-heavy arms change both expert placement (40 to 20 or fewer CPU expert banks) and CPU threads (8/20 to 3/4). Their improvement cannot be attributed to GPU placement alone. Boundary qualification tests the next lower CPU placement, retaining the 512MiB reserve; it is not an exhaustive tuning search.","The V100 is shared production; the Titan GPU was isolated for each trial but CPU quota is shared and throttled. No downloads or compilers overlap timed candidate inference.","Baseline request time includes the existing local native proxy; Titan requests go directly to the benchmark server. Baseline uses a single JSON response and Titan uses streaming; first-token times are therefore not compared.","Forced 128-token output is a throughput test. Arithmetic and grounded-color sanity checks passed; these two cases do not establish broader answer-quality equivalence.","Model loading is timed separately. Candidate timing follows two small sanity requests, not a full-shape warmup; first large-prompt cache/graph effects remain in the recorded samples. The production baseline was already serving. No claim of cold OS caches. GPU reserve is sampled once per second.","All experiments use the original model file and token arrays. Live Rust settings, routing and processes were preserved. 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The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 14. The survey team measured the river at dawn, checked the instruments against a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 15. The survey team measured the river at dawn, checked the instruments against a reference","native_final":{"content":"","generated_text":" a reference, and recorded the result before changing the experiment. The notebook distinguishes measurements from estimates and preserves each correction.\nRecord 13. 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