Unverified50% confidenceSolutionExact time
After adding a preprocessing function to decode base64/hex payloads in the command guard test, Jev's accuracy improved from 91% to 98.4%
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/8/2026
First Seen
Valid until: 1/6/2027
Sources
Related Entities
Related Claims
UnverifiedIn a guard test of approximately 350 commands, Jev's overall accuracy dropped to 91% because it could not read base64- and hex-encoded commands, missing approximately one-tenth of high-risk encoded commands79% similarUnverifiedIn experiments based on the Banking77 dataset, the BGE-small + logistic regression combination achieved 93.3% accuracy, while Jev achieved only 83.2%.67% similarUnverifiedIn the fourth round of fusion experiments, treating JEV as the 9th framework and taking the highest score yielded an overall accuracy of 81.5%, but parity dropped back to 50%.67% similarUnverifiedJev can support confidence-based tiered decision-making: automatically execute above 90%, transfer to human review between 60% and 90%, and do not execute below 60%.67% similarUnverifiedEvery output from Jev comes with a calibrated probability; when Jev gives a probability of 0.8, it means it is correct approximately 80% of the time on that type of judgment.67% similar
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