Sebastian Raschka: Jev is a text classifier, but not 'just' a classifier

neal_lathia · x · 2026-10-01

Sebastian Raschka published a visual deep-dive tracing language models for classification from Bag-of-Words through RNNs, CNNs and Transformers to the recently viral Jev model. His take: Jev is essentially a text classifier, but far more general than task-specific models while being much faster and cheaper than GPT-class LLMs. He admits his own view shifted from 'I can build this myself' to 'this works better than I thought', and suggests the 'just a classifier' camp ship some classifiers for a few years before dismissing it.

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