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Model: uaritm/lik_neuro_202
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---
license: mit
tags:
- setfit
- sentence-transformers
- text-classification
- medical
- medic
pipeline_tag: text-classification
language:
- en
- uk
- ru
---
# uaritm/lik_neuro_202
This is a [SetFit model](https://github.com/huggingface/setfit) that can be used for text classification. The model has been trained using an efficient few-shot learning technique that involves:
1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.
## Usage
```Usage
This model works great with medical texts (embeddings) in Ukrainian. The best option is to cover neurology, psychiatry, cardiology.
```
To use this model for inference, first install the SetFit library:
```bash
python -m pip install setfit
```
You can then run inference as follows:
```python
from setfit import SetFitModel
# Download from Hub and run inference
model = SetFitModel.from_pretrained("uaritm/lik_neuro_202")
# Run inference
preds = model(["i loved the spiderman movie!", "pineapple on pizza is the worst 🤮"])
```
## BibTeX entry and citation info
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
```
## Citing & Authors
@misc{UARITM,
title={sentence-transformers: Semantic similarity of medical texts ukr, kor, eng},
author={Vitaliy Ostashko},
year={2025},
url={https://ai.esemi.org},
}

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