---
base_model: sentence-transformers/paraphrase-mpnet-base-v2
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: handling washing radiation precaution long leaving scientist tongs source
    effective nature air range row laboratory low experiment keeping sealed temperature
    opening protect
- text: nucleus proton element charge isotope
- text: size mean al time sound tuning frequency every marked last second length note
    directly produced fork number travel
- text: distance circle surface stick frequency water dipped correct vertical longitudinal
    three produced statement two amplitude wave
- text: rate electromagnetic radiation source correct form stream radioactive penetrating
    detector statement highly
inference: true
model-index:
- name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: Unknown
      type: unknown
      split: test
    metrics:
    - type: accuracy
      value: 0.9387755102040817
      name: Accuracy
---

# SetFit with sentence-transformers/paraphrase-mpnet-base-v2

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for 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.

## Model Details

### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 6 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)

### Model Labels
| Label       | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                         |
|:------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| wave        | <ul><li>'sound infrared wave ultraviolet transverse list diagram light'</li><li>'size mean al time sound tuning frequency every marked last second length note directly produced fork number travel'</li><li>'nearby series sound higher frequency air rarefaction correctly pressure amplitude compression row certain lower wave'</li></ul>                                                                                                    |
| forces      | <ul><li>'extension diagram spring free load three applied handle'</li><li>'different extension spring elastic student proportional length directly object weight diagram cord mass much hung'</li><li>'distance plank long ground load force beam mass value'</li></ul>                                                                                                                                                                          |
| electricity | <ul><li>'two diagram circuit parallel connected'</li><li>'lamp resistance student various thermistor current circuit parallel happen'</li><li>'resistance student two shown reading ammeter resistor identical circuit voltmeter determine'</li></ul>                                                                                                                                                                                            |
| magnetism   | <ul><li>'bar suitable two across made magnet metal electromagnet diagram permanent core'</li><li>'magnetic student hard magnet rod iron material magnetism correct use statement steel permanent soft make'</li><li>'magnetic bar student two hard magnet rod iron material close nickel use steel permanent soft make'</li></ul>                                                                                                                |
| nuclear     | <ul><li>'nucleus proton element charge isotope'</li><li>'different five'</li><li>'rate electromagnetic radiation source correct form stream radioactive penetrating detector statement highly'</li></ul>                                                                                                                                                                                                                                         |
| thermal     | <ul><li>'cooling air top unit stay density transfer correct near thermal move diagram statement refrigerator energy movement'</li><li>'dense position air cold warmer heater flask two room fit less hot possible fitted diagram warm throughout um liquid better'</li><li>'power balance copper student thermometer heat heater substance watch calculate need specific initially solid mass apparatus block capacity electrical key'</li></ul> |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.9388   |

## Uses

### Direct Use for Inference

First install the SetFit library:

```bash
pip install setfit
```

Then you can load this model and run inference.

```python
from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("Aurore32/physics-classifier-model")
# Run inference
preds = model("nucleus proton element charge isotope")
```

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## Training Details

### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count   | 2   | 13.375 | 35  |

| Label       | Training Sample Count |
|:------------|:----------------------|
| wave        | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| forces      | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| forces      | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| forces      | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| forces      | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| forces      | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| forces      | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| electricity | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| forces      | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| forces      | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| forces      | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| forces      | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| forces      | 8                     |
| forces      | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
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| thermal     | 8                     |
| thermal     | 8                     |
| electricity | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| electricity | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| magnetism   | 8                     |
| electricity | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| forces      | 8                     |
| forces      | 8                     |
| thermal     | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| electricity | 8                     |
| wave        | 8                     |
| thermal     | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| electricity | 8                     |
| forces      | 8                     |
| nuclear     | 8                     |
| magnetism   | 8                     |
| magnetism   | 8                     |
| wave        | 8                     |
| nuclear     | 8                     |
| forces      | 8                     |
| wave        | 8                     |
| forces      | 8                     |
| magnetism   | 8                     |
| thermal     | 8                     |
| nuclear     | 8                     |
| thermal     | 8                     |
| electricity | 8                     |

### Training Hyperparameters
- batch_size: (16, 2)
- num_epochs: (1, 16)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False

### Training Results
| Epoch  | Step | Training Loss | Validation Loss |
|:------:|:----:|:-------------:|:---------------:|
| 0.0083 | 1    | 0.1733        | -               |
| 0.4167 | 50   | 0.075         | -               |
| 0.8333 | 100  | 0.0056        | -               |

### Framework Versions
- Python: 3.12.4
- SetFit: 1.1.1
- Sentence Transformers: 3.4.0
- Transformers: 4.44.2
- PyTorch: 2.5.1+cpu
- Datasets: 3.2.0
- Tokenizers: 0.19.1

## Citation

### BibTeX
```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}
}
```

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