[P] Few-shot with 🤗 SetFit: how I got decent results by hand-labeling only 55 examples

Last week I decided to run a simple experiment to with the new SetFit method developed by teams at Hugging Face, Intel Labs and UKP Lab.

What results can I get by spending some time labeling a few, but good quality examples of the unlabeled split of the IMDb benchmark dataset?

I was actually very impressed with the generalisation capacity of SetFit so I decided to write the tutorial below.

I think it also shows that taking some time to …

examples labeling machinelearning