Unverified50% confidenceBenchmarkExact time
In zero-shot quality, Jev is the reference benchmark; Drex's vendor reports that on its Decision Index it leads Jev 61.25 to 57.96, but on JevBench it is slightly lower at 85.7% versus Jev's 86.6%; Laya's zero-shot on typed-decisions is only 0.362, below the 0.461 majority-class baseline.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/19/2026
First Seen
Valid until: 1/17/2027
Sources
Related Entities
Related Claims
UnverifiedA fusion strategy that prioritizes JEV and only hands off when confidence is below 0.7 collapses into JEV, with approximately 70% of questions never leaving JEV and an ECE of approximately 0.25.74% similarUnverifiedZero-shot Jev scores approximately 71% on the DeepSWE benchmark, which is lower than the fine-tuned CLM's 81.6%.74% similarUnverifiedJev's scoring primitive supports up to 11 rating levels (0 to 10).70% 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.69% similarUnverifiedIn a test of 520 verified comments, Jev 1.13 achieved 94.0% accuracy, detected 175/184 pieces of abusive content, falsely flagged 22/336 clean items, had a median latency of 250ms, and cost $0.05 per thousand calls.67% similar
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