Unverified50% confidenceFactExact time
The Top3 configuration, which uses the fewest metrics, achieved the highest average performance, indicating that fewer metrics actually yield higher performance under this experimental setting.
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50%
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Long-term
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10/5/2026
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UnverifiedThe Top3 configuration achieved an accuracy of 97.148%, a weighted F1 of 97.055%, and an MCC of 0.9675, comprehensively outperforming the Full21 configuration using all 21 metrics (accuracy 95.999%, weighted F1 95.521%, MCC 0.9549).66% similarUnverifiedIn Claude Code, selecting Low, Medium, or High effort levels all map to the same level of effectiveness; only selecting Max Effort or higher maps to the strongest capability.65% similarUnverifiedJev ranked at the top in the majority of benchmark test items and achieved leading results simultaneously across all three dimensions of accuracy, cost, and latency64% similarUnverifiedThe first metric is Effective Rank, which measures in a continuous manner how many directions the Jacobian matrix truly acts upon.64% similar
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