Unverified50% confidenceBenchmarkExact time
The harness obtained at the end of the first stage improved the average score on in-distribution benchmarks by 4.48 points and on out-of-distribution benchmarks by 12.64 points.
1
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50%
Confidence
Long-term
Relevance
10/1/2026
First Seen
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Related Claims
UnverifiedRaising the confidence level from 95% to 99% (z-value 2.576) will expand the margin of error by approximately 31% for the same sample size.66% similarUnverifiedCompared to the original weight averaging, the final solution improved mean mIoU by approximately three points, but certain stacked combinations actually decreased the score, meaning more is not always better.65% similarUnverifiedAfter introducing a gating mechanism based on the measurement metrics, accuracy improved from 20.7% to 36.9%, while the system still answered half of all comparisons.65% similarUnverifiedThe Overall score improved from 42.02 to 42.25 after two generations of refinement.64% similarUnverifiedAt 64× compression, AdaMem's average relative gain expands to 14.6%, with a maximum improvement of 9.8 percentage points (19.7%) on the PopQA dataset.64% similar
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