Unverified50% confidenceFactExact time
Existing surrogate annotation tests typically measure the agreement between model and human annotations only under a single fixed condition.
1
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50%
Confidence
Long-term
Relevance
10/5/2026
First Seen
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Related Claims
UnverifiedDuring evaluation, per-case experiment diffs should be examined rather than only looking at changes in aggregate scores, in order to pinpoint regressions to specific cases70% similarUnverifiedRegular expressions that pass initial benchmark testing may still expose problems under more rigorous adversarial probing, meaning passing a benchmark does not equate to true reliability.70% similarUnverifiedThese test data come from preliminary tests by a single source in a personal short-term usage environment (several hundred hours of 950PR usage time) and do not constitute a standardized benchmark.65% similarUnverifiedThis experiment was a one-time sample conducted in a single day with no repeated testing, and it speaks to consistency rather than accuracy.65% similar
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