huggingface/setfit

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Efficient few-shot learning with Sentence Transformers

Stars: 2.8k
Forks: 267
Open beginner issues: 0
Indexed issues: 145
Avg merge: 36m
Merged PRs (30d): 5

Dominant language: Jupyter Notebook
License: Apache-2.0
Last GitHub push: Sep 4, 2026
Latest indexed: Sep 17, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed

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145 open issues indexed

Few-Shot Named Entity Recognition work Open

question

huggingface/setfit#72 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Fine-tuning for Question-Answering Open

question

huggingface/setfit#81 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Running Evaluation Open

question

huggingface/setfit#83 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
num_epochs range Open

question

huggingface/setfit#86 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Using Setfit for similarity classification Open

question

huggingface/setfit#91 · 6 comments · 7 reactions · 0 assignees · Indexed Sep 17, 2026
HFValidationError when loading the model Open

huggingface/setfit#94 · 20 comments · 4 reactions · 0 assignees · Indexed Sep 17, 2026
Are checkpoints directly available with the SetFitTrainer? Open

question

huggingface/setfit#108 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
How many samples for setfit? Open

question

huggingface/setfit#115 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Using SetFit for regression tasks? Open

question

huggingface/setfit#119 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Using SetFit Embeddings for Semantic Search? Open

question

huggingface/setfit#120 · 6 comments · 3 reactions · 0 assignees · Indexed Sep 17, 2026
Does num_iterations create duplicate data? Open

question

huggingface/setfit#126 · 0 comments · 4 reactions · 0 assignees · Indexed Sep 17, 2026
[FR] add documentation about the `loss_class` selection Open

documentation enhancement

huggingface/setfit#132 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
[FR] use `MultipleNegativesRankingLoss` Open

enhancement

huggingface/setfit#144 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 17, 2026
[FR] add Dropout to Dense SetFitHead Open

enhancement

huggingface/setfit#151 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Add conda-forge package Open

admin

huggingface/setfit#167 · 0 comments · 3 reactions · 0 assignees · Indexed Sep 17, 2026
[Bug] `apply_hyperparameters` gives TypeError when `model_init` is not given Open

huggingface/setfit#188 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 17, 2026
How to use a custom Sentence Transformer pretrained model Open

question

huggingface/setfit#192 · 11 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
text similarity Open

question

huggingface/setfit#198 · 8 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Limitations of Setfit Model Open

question

huggingface/setfit#209 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
[FR] Use normal dict instead of `**model_kwargs` in `_from_pretrained` Open

enhancement

huggingface/setfit#216 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
efficient way of saving finetuned zero-shot models? Open

question

huggingface/setfit#219 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Pre-training a generic SentenceTransformer for domain adaptation Open

question

huggingface/setfit#222 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 17, 2026
"This model has one file that has been marked as unsafe." in HF Hub Open

huggingface/setfit#224 · 12 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
ValueError: A column mapping must be provided when the dataset does not contain the following columns: {'text', 'label'} Open

huggingface/setfit#226 · 12 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Compare with other approaches Open

question

huggingface/setfit#227 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Support metrics using prediction_scores in `SetFitTrainer.evaluate` Open

huggingface/setfit#241 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Sentence Pairs generation: is possible to parallelize it? Open

question

huggingface/setfit#249 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Using setfit with the Hugging Face API Open

question

huggingface/setfit#251 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Why are the models fine-tuned with CosineSimilarity between 0 and 1? Open

question

huggingface/setfit#254 · 10 comments · 4 reactions · 0 assignees · Indexed Sep 17, 2026
Trainer crashes on GCP Open

huggingface/setfit#264 · 5 comments · 2 reactions · 0 assignees · Indexed Sep 17, 2026
git clone takes long time Open

admin

huggingface/setfit#270 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Dealing with large documents Open

huggingface/setfit#275 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
ONNX export for multilabel - discrepancy between pytorch and onnx outputs Open

bug

huggingface/setfit#291 · 11 comments · 1 reaction · 0 assignees · Indexed Sep 17, 2026
Question: How the number of categories affect the training and accuracy? Open

question

huggingface/setfit#295 · 8 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Serving SeTFiT models in torchserve Open

huggingface/setfit#300 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
How does predict_proba work exactly ? Open

needs verification question

huggingface/setfit#310 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Does anyone else get CUDA out of memory during hyperparameter search? Open

huggingface/setfit#311 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Question: train and deploy via Sagemaker Open

question

huggingface/setfit#314 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Choosing the datapoints that need to be annotated? Open

question

huggingface/setfit#315 · 19 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Multi-label topics not captured Open

huggingface/setfit#316 · 9 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
AttributeError: 'SetFitHead' object has no attribute 'multitarget' Open

huggingface/setfit#323 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Few shot entity recognition Open

huggingface/setfit#324 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Shap Values with Setfit Open

huggingface/setfit#328 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Prediction Interpretability Open

huggingface/setfit#335 · 9 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
set max_length in traner.train(), body max_seq_length Q Open

huggingface/setfit#336 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 17, 2026
error export onxx with body roberta Open

bug exporting

huggingface/setfit#338 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
No predictions from setfit Open

huggingface/setfit#340 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Hard Negative Mining vs random sampling Open

question

huggingface/setfit#349 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
ONNX conversion of multi-ouput classifier Open

question

huggingface/setfit#355 · 8 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026
Token padding makes ONNX inference 6x slower, is attention_mask being used properly? Open

question

huggingface/setfit#360 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 17, 2026

huggingface/setfit

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