Post · Benchmarks & research
"JEV-as-a-Judge: Accept When Confident, Escalate When…
"JEV-as-a-Judge: Accept When Confident, Escalate When Unsure" This paper shows you can just use JEV for every evaluation instead of expensive LLM.
Open x.com ↗"JEV-as-a-Judge: Accept When Confident, Escalate When Unsure"
This paper shows you can just use JEV for every evaluation instead of expensive LLM.
JEV basically acts as a cheap first-pass judge, returning both a verdict and how confident it is.
When confidence is high, keep
The decision Jev makes
Benchmark questions with known answers, to check accuracy and confidence.
Where it fits
Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 682 benchmarks & research projects →
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