post author demo
Zero-shot Jev vs an internal fine-tuned classifier
A team pointed Jev at a private benchmark and reports it came within a few recall points of their fine-tuned Qwen at matched precision, while the fine-tune remains faster and has not been replaced.
Notes
Private test: about 5 recall points behind a fine-tune, roughly 3x slower, around $70/month at their volume.
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