Articles for tag fine-tuning

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  Would Fine-Tuning Have Beaten Jev? 16 Oct 2026

  The third post in my series on describing a classifier with Jev versus training one. This time I fine-tuned BERT on the same Jigsaw toxicity comments. With enough labels it ranks toxic comments better than Jev and the cloud-embedding models, but it needs about 500 labels to pass Jev, a GPU to train, and it misses almost every comment on the two rarest labels.

  • jev
  • classification
  • machine-learning
  • pytorch
  • bert
  • fine-tuning