Jev beats Gemini 2.5 Flash Lite on classifier eval quality and speed
Malte Ubl ran TypeSafe AI's Jev against an existing classifier eval, where it saturated the eval on quality and was 6x faster than Gemini 2.5 Flash Lite.
The post notes that using Jev for Evals is fine, but the real bottleneck is testing classifiers against human labels, not the evaluation method itself.
Using Jev for Evals is fine, but testing classifiers against human labels is the real bottleneck, not the evaluation method itself.