
# SetFit with BAAI/bge-small-en-v1.5

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5) 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:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5)
- **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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       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DATE</s_nm><s_num> P. DATE</s_nm><s_num> P.O. DATE</s_nm><s_num> JANCE ISI SAMBABUUR -76816 ORISHA.</s_nm><s_num> 01.07.202</s_num><s_price> 31.07.202</s_price><sep/><s_nm> SLI</s_nm><s_num> N.O. SEVRICE DESCRIPTON</s_nm><s_num> JUM MATE TAXABLE VALUE</s_nm><s_num> 196</s_num><s_price> 49,12.16</s_price></s_menu><s_sub_total><s_subtotal_price> 49,12216</s_subtotal_price><s_discount_price> 49,12.16</s_discount_price><s_tax_price> 49,12.16</s_tax_price></s_sub_total><s_total><s_total_price> 49,12.16</s_total_price><s_total_etc> 49,12.16</s_total_etc><s_changeprice> 49,12.16</s_changeprice><s_creditcardprice> 49,12.16</s_creditcardprice></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> Aklacs Coocor</s_nm><s_num> Recipient</s_nm><s_num> Custusmer N. 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| 5     | <ul><li>'<s_cord-v2><s_menu><s_nm> MCL</s_nm><s_unitprice> 150,000</s_unitprice><s_cnt> 1</s_cnt><s_price> AMONG</s_nm><s_unitprice> 15,000</s_unitprice><s_cnt> 1</s_cnt><s_price> 3,000</s_price><sep/><s_nm> AQUALIZE VASCE CHOCO SPICK VASCE CHOCO SPICK CHOCO SPICK CHOCO SPICK CHOCO SPICK CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SPICK CHOCO SPICK CHOCOCO SPICK CHOCOCO CHOCOCOCO CHOCOCOCO CHOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCO'</li><li>'<s_cord-v2><s_menu><s_nm> (CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCO CHOCOCO CHOCOCO CHOCO CHOCOCO CHOCO CHOCOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO C'</li><li>'<s_cord-v2><s_menu><s_nm> MCLIPLE Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie 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| 3     | <ul><li>'<s_cord-v2><s_menu><s_nm> ADITYA BIRLA UNDALCO IN DUSTRIES LIMITED</s_nm><s_unitprice> BIRLA</s_unitprice><s_cnt> BIRLA</s_cnt><s_price> UNDALCO 이미지S LIMITED</s_price><sep/><s_nm> HIRAKUD POWER / SWELETER</s_nm><s_unitprice> -Payment Order</s_nm><s_unitprice> -</s_cnt><sep/><s_nm> SUNDAYE</s_nm><s_unitprice> @yme<sep/><s_nm> Intangelor SHITH</s_nm><s_unitprice> @S.Code No. DgBS</s_nm><s_unitprice> @Rymonym<sep/><s_nm> by Cash/Cheque/D. D./Transfere summer of R.e. 17,8,000L</s_nm><s_unitprice> @.P.V.N.N.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.'</li><li>'<s_cord-v2><s_menu><s_nm> ADITYA BIRLA</s_nm><s_unitprice> AINDALCO INDUSTRIES LIMITED</s_nm><s_unitprice> HITAKUD POWER</s_nm></s_sub><sep/><s_nm> PAYMENT ORDER</s_nm><s_num> JINDAICE</s_nm><s_num> HP-2001-A966</s_num><s_unitprice> SUSHILITY</s_nm><s_num> HP-2001-</s_num><s_unitprice> 20,000</s_unitprice><s_cnt> (Adores)</s_nm><s_num> Coch Vi.Ho. 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P.</s_nm><s_num> 197</s_num><s_unitprice> 2858</s_unitprice><s_cnt> 0<s_num> CHOCO Bunk Sambeque</s_nm><s_num> CHOCOCHEE</s_nm><s_num> 196.00</s_num><s_price> 0<s_num> 19</s_num><s_price> 1106.21</s_num><s_price> Rs.</s_nm><s_num> 196</s_num><s_price> 0<s_num> 19:10</s_num><s_price> 0<s_num> 19:10</s_num><s_price> 0<s_num> 193</s_num><s_price> 0<s_num> 19MYG.91</s_num><s_price> 0<s_num> 19MYGho Cheche</s_nm><s_num> 19x Account ChecHoed by</s_nm><s_num> 19x</s_num><s_price> 0事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所'</li><li>'<s_cord-v2><s_menu><s_nm> HNDALCO INDUSTRIES LIMITED</s_nm><s_unitprice> HIRAKUD</s_nm></s_sub><sep/><s_nm> PAYMENT ORDER</s_nm><s_unitprice> D.SUBATA CHARTERJEE</s_nm></s_sub><sep/><s_nm> Emp.Nov.Code No. (B) CachCheque/D.VTransfertie sum of Rs. 1,154.00</s_unitprice><s_cnt> 1.00</s_cnt><s_price> A.P.V.N.GolYA</s_nm><sep/><s_nm> Rupees ONE THOUSAND ONE HUNDRED FIFTY FOUR ONLY</s_nm><s_unitprice> 9</s_unitprice><s_cnt> 1.00.00.00.00</s_cnt><s_discountprice>.00.00</s_discountprice><s_price> Rp.154.00</s_price></s_menu><s_sub_total><s_subtotal_price> R.S. A.M.M.M.M</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 1.00</s_cnt><s_price> Rp. 0.154.00</s_price></s_menu><s_sub_total><s_subtotal_price> R.M.M.M.M</s_nm><s_unitprice> 90.00</s_subtotal_price><s_discount_price> 0.00<sep/><s_nm> Cheque Nue</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 2.00.00</s_cnt><s_discountprice> 1,154.00</s_discountprice><s_price> 1,154.00</s_price><sep/><s_nm> SATE Bunk of HUNDA</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 2.00.00</s_cnt><s_price> Rp. 0.154.00</s_price><sep/><s_nm> NONAG SAMBURURURURURURURURURURURURURURURURURURURURURG-11</s_nm><s_unitprice> 98.00</s_unitprice><s_cnt> 2.00.00</s_cnt><s_discountprice>.00.00<sep/><s_nm> Bunk Sambalbur</s_nm><s_unitprice> ICEBI.00ml</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 2.00</s_cnt><s_price> Rp. 1,154.00</s_price><sep/><s_nm> IOBI.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.00</s_subtotal_price></s_sub_total><s_total><s_total_price> Signature</s_nm><s_unitprice> 9gnature</s_total_price><s_cashprice> 9mont</s_cashprice></s_total>'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| 1     | <ul><li>'<s_cord-v2><s_menu><s_nm> UNDALCO INDUSTRIES LIMITED</s_nm><s_price> SUBCE Cock &LQUEN HENDARD POREH HWGUSTAG BUST SAMPURA (ONG)</s_nm><sep/><s_nm> SHRONE CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 1.0      |

## 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("Gopal2002/setfit_finetune_6class")
# Run inference
preds = model("<s_cord-v2><s_menu><s_nm> SERVICE BILL</s_nm><s_num> Vendur JAIDURGA CONSTRUCTION (J123)</s_nm><s_num> Receip/GSTING</s_num><s_price> Receipt Date PO No. Incentre & Penalty</s_nm><s_num> WG Value</s_nm><s_num> P/MR/S/V2021</s_num><s_unitprice> 24397.36</s_unitprice><s_cnt> 10.00</s_cnt><s_price> 41032.0</s_price><sep/><s_nm> 18H-RVET-I/20</s_nm><s_num> 28 DEC-2020</s_nm><s_num> 18H</s_num><s_price> 41932.00</s_price><sep/><s_nm> Forwarded By BKBAL</s_nm><s_num> 10/012002.0021.0021.0021.0021.0021.0021.0021.0021.0021.0021<sep/><s_nm> S.K D.E.00</s_nm><s_num> 11/01.21</s_num><s_price> 13/01.00</s_price><sep/><s_nm> AKOWEEDI A&M.0014.0014</s_subtotal_price><s_discount_price> 13/01).00</s_discount_price><s_service_price> 13/01).00</s_service_price><s_tax_price> 16/612.0)</s_tax_price></s_sub_total><s_total><s_total_price> 41932.00</s_total_price><s_cashprice> 41932.00</s_cashprice><s_changeprice> 40</s_changeprice><s_creditcardprice> 41932.00</s_creditcardprice></s_total>")
```

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## Training Details

### Training Set Metrics
| Training set | Min | Median   | Max |
|:-------------|:----|:---------|:----|
| Word count   | 5   | 136.4444 | 763 |

| Label | Training Sample Count |
|:------|:----------------------|
| 0     | 30                    |
| 1     | 24                    |
| 2     | 28                    |
| 3     | 16                    |
| 4     | 24                    |
| 5     | 22                    |

### Training Hyperparameters
- batch_size: (32, 32)
- num_epochs: (2, 2)
- 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
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False

### Training Results
| Epoch  | Step | Training Loss | Validation Loss |
|:------:|:----:|:-------------:|:---------------:|
| 0.0019 | 1    | 0.3143        | -               |
| 0.0931 | 50   | 0.2117        | -               |
| 0.1862 | 100  | 0.1418        | -               |
| 0.2793 | 150  | 0.0511        | -               |
| 0.3724 | 200  | 0.016         | -               |
| 0.4655 | 250  | 0.0087        | -               |
| 0.5587 | 300  | 0.0052        | -               |
| 0.6518 | 350  | 0.0029        | -               |
| 0.7449 | 400  | 0.0031        | -               |
| 0.8380 | 450  | 0.0021        | -               |
| 0.9311 | 500  | 0.0023        | -               |
| 1.0242 | 550  | 0.0016        | -               |
| 1.1173 | 600  | 0.0018        | -               |
| 1.2104 | 650  | 0.0021        | -               |
| 1.3035 | 700  | 0.0018        | -               |
| 1.3966 | 750  | 0.0017        | -               |
| 1.4898 | 800  | 0.0015        | -               |
| 1.5829 | 850  | 0.002         | -               |
| 1.6760 | 900  | 0.0013        | -               |
| 1.7691 | 950  | 0.0015        | -               |
| 1.8622 | 1000 | 0.0018        | -               |
| 1.9553 | 1050 | 0.0013        | -               |

### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.1
- Sentence Transformers: 2.2.2
- Transformers: 4.35.2
- PyTorch: 2.1.0+cu121
- Datasets: 2.16.1
- Tokenizers: 0.15.0

## 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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