Building a Codebase Classifier with Jev
A developer shares building a codebase classifier with Jev, suggesting it may solve overengineered code from agents, and asks what to test next.
Local Models vs Jev: Accuracy Comparison Experiment
The author ran 8 local models on a Mac using the same JevBench questions. A 4B model matched Jev on short texts, but on complex ones all were 17+ points behind.
New article: how accurate are local models vs Jev, a cloud System One classifier? I ran 8 on a Mac, same JevBench questions. A 4B model matched Jev on short texts. On complex ones, all were 17+ points behind. https://rockyshikoku.medium.com/jev-style-text-classification-system-one-run-locally-how-accurate-can-it-get-57f30ed3594a… Video: minicpm5-2b classifying messages.
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