Unverified50% confidenceBenchmarkExact time
When Jev returns a confidence level above 0.95 (approximately 60% of messages), accuracy reaches 95.8%, indicating reliable confidence calibration quality
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/8/2026
First Seen
Valid until: 10/22/2026
Sources
Related Entities
Related Claims
UnverifiedAccording to data examples from the LlamaIndex blog, setting the confidence threshold to 0.7 corresponds to approximately 95% precision.73% 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%.73% similarUnverifiedPrecision bias refers to the tendency for people to assign higher credibility to statements containing precise numbers; experiments show that subjects rated the credibility of "41.3%" significantly higher than "approximately 40%".72% similarUnverifiedA gating accuracy of 58% reported in the paper was mistakenly treated as end-to-end quality, whereas the true end-to-end quality is 98%.72% similarUnverifiedIn financial statements, character accuracy may be as high as 99%, but semantic accuracy may be less than 50%.72% similar
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