Unverified50% confidenceBenchmarkExact time
In task B, after reweighting, about 17% of checks would be routed to the managed fallback due to verification failure, actually increasing the load that was originally intended to be reduced.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/16/2026
First Seen
Valid until: 1/14/2027
Sources
Related Entities
Related Claims
UnverifiedIn one task continuation experiment, despite the reduced context, the output quality as assessed by human evaluation was actually lower.69% similarUnverifiedIn the experiment, after prompts exceeded 50, the human interception rate dropped sharply from 17% to 5%, reflecting the phenomenon of approval fatigue.68% similarUnverifiedIn real-environment A/B testing, the post-trained checkpoint reduced the tool-call failure rate by 21.2% relatively compared to the earlier version.68% similarUnverifiedIn the Terminal-Bench Core 0.1.1 pilot across 12 selected tasks, both the baseline group and the reliability-layer group each passed 17/36 under strict trials, with the reliability layer consuming 37.49% more input tokens and 50.73% more output tokens.67% similarUnverifiedWhen targeting a 5% goal, the miss rate on the held-out set can reach as high as 17%, indicating that threshold performance on training data cannot be directly extrapolated.66% similar
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