Unverified50% confidenceBenchmarkExact time
In the experiment, after prompts exceeded 50, the human interception rate dropped sharply from 17% to 5%, reflecting the phenomenon of approval fatigue.
1
Sources
50%
Confidence
Long-term
Relevance
9/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn the experiments, the task resolution rate was 17% for zero-shot generation, 27% for generic self-correction, 23% for error-only feedback, and 90% for diagnostic counterexample feedback (A-CEGIS).71% similarVerifiedIn a 2024 research paper, Anthropic quantified the phenomenon of model over-refusal, finding that safety-trained models had false positive refusal rates as high as 15–30% in certain scenarios70% similarVerifiedIn long-chain tasks, if each step has an error rate of approximately 5%, the overall success rate may drop to below 36% after 20 steps.69% similarUnverifiedIn a controlled experiment in which dangerous commands were mixed in, humans intercepted only 13.6% of the dangerous operations, while the machine classifier intercepted 89%.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/897100API
curl https://kongchang.com/api/v1/knowledge/claims/897100MCP
get_claim(id=897100)