---
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: Show me some texture backgrounds
- text: Add more space between paragraphs
- text: Position the text at the top
- text: Create an Instagram story for a birthday
- text: Create a photo of a mountain landscape
metrics:
- accuracy
pipeline_tag: text-classification
library_name: setfit
inference: true
base_model: nomic-ai/nomic-embed-text-v1.5
model-index:
- name: SetFit with nomic-ai/nomic-embed-text-v1.5
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: Unknown
      type: unknown
      split: test
    metrics:
    - type: accuracy
      value: 0.6240179573512907
      name: Accuracy
---

# SetFit with nomic-ai/nomic-embed-text-v1.5

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-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:** [nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 8192 tokens
- **Number of Classes:** 63 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                                                                                                                                                                      |
|:------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 0     | <ul><li>'Add a corporate presentation background'</li><li>'Insert a modern icon set for the design'</li><li>'Add a mountain landscape background to the page'</li></ul>       |
| 1     | <ul><li>'Show me some background options for my design'</li><li>'I need some icon suggestions for this layout'</li><li>'Find me some shape options for this design'</li></ul> |
| 2     | <ul><li>'Add a social media handle'</li><li>'Insert a promotional message'</li><li>"Add a heading that says 'Welcome'"</li></ul>                                              |
| 3     | <ul><li>'Align the footer elements'</li><li>'Align everything to the bottom'</li><li>'Center the logo and title'</li></ul>                                                    |
| 4     | <ul><li>'Make the image slide from left'</li><li>'Make the image bounce in'</li><li>'Add a fade-in animation to the text'</li></ul>                                           |
| 5     | <ul><li>'Make the page rotate in'</li><li>'Add a zoom-out effect to the entire page'</li><li>'Make everything fade in gradually'</li></ul>                                    |
| 6     | <ul><li>'Change the color of the car to red'</li><li>'Remove the unwanted text overlay'</li><li>'Remove the sunglasses and add regular glasses'</li></ul>                     |
| 7     | <ul><li>'Remove the unnecessary decoration'</li><li>'Remove the temporary shape'</li><li>'Delete the broken image'</li></ul>                                                  |
| 8     | <ul><li>'How do I group elements together?'</li><li>'What text formatting options are there?'</li><li>'What are the available filter effects?'</li></ul>                      |
| 9     | <ul><li>'Place the decorations around the title'</li><li>'Distribute the text around the focal point'</li><li>'Arrange the icons in a circle around the logo'</li></ul>       |
| 10    | <ul><li>'Make a copy for editing'</li><li>'Create a similar page'</li><li>'Make a backup of this page'</li></ul>                                                              |
| 11    | <ul><li>'Copy the image and make it smaller'</li><li>'Duplicate the text and change the color'</li><li>'Duplicate the logo and flip it'</li></ul>                             |
| 12    | <ul><li>'Copy the icon to the next slide'</li><li>'Duplicate the button to page 5'</li><li>'Copy the text to the last page'</li></ul>                                         |
| 13    | <ul><li>'Fix the typographic errors'</li><li>'Fix the letter spacing'</li><li>'Improve the paragraph spacing'</li></ul>                                                       |
| 14    | <ul><li>'Mirror the logo vertically'</li><li>'Mirror the icon horizontally'</li><li>'Flip the image right to left'</li></ul>                                                  |
| 15    | <ul><li>'Make an image of a cozy coffee shop'</li><li>'Make an image of a modern office space'</li><li>'Make an image of a magical forest'</li></ul>                          |
| 16    | <ul><li>'Create a card for a birthday party'</li><li>'Create a dark-themed social media post for tech news'</li><li>'Generate an Instagram post for a birthday'</li></ul>     |
| 17    | <ul><li>'Group the navigation elements'</li><li>'Group the header elements'</li><li>'Group the decorative elements'</li></ul>                                                 |
| 18    | <ul><li>'Move the element to the bottom left'</li><li>'Move the text to the middle'</li><li>'Position the logo in the corner'</li></ul>                                       |
| 19    | <ul><li>'Apply a cool blue filter'</li><li>'Add a dreamy effect'</li><li>'Apply a cinematic filter'</li></ul>                                                                 |
| 20    | <ul><li>'Find me some background images'</li><li>'Suggest some visual elements'</li><li>'Find me overlay effects'</li></ul>                                                   |
| 21    | <ul><li>'Redo the filter effect'</li><li>'Bring back the deleted element'</li><li>'Bring back the deleted shape'</li></ul>                                                    |
| 22    | <ul><li>'Make the object stand alone'</li><li>'Remove the background from the icon'</li><li>'Remove the background from the photo'</li></ul>                                  |
| 23    | <ul><li>'Remove the distracting element'</li><li>'Delete the watermark'</li><li>'Remove the old building'</li></ul>                                                           |
| 24    | <ul><li>'Replace the image with a better one'</li><li>'Change the background to a different scene'</li><li>'Replace the overlay with a gradient'</li></ul>                    |
| 25    | <ul><li>'Replace the menu items'</li><li>'Replace the title'</li><li>'Change the button text'</li></ul>                                                                       |
| 26    | <ul><li>'Restore the original brightness'</li><li>'Reset the image to its initial state'</li><li>'Restore the original colors'</li></ul>                                      |
| 27    | <ul><li>'Reduce the shape size'</li><li>'Increase the image size'</li><li>'Reduce the button size'</li></ul>                                                                  |
| 28    | <ul><li>'Make the page portrait orientation'</li><li>'Change to business card size'</li><li>'Make the page wider'</li></ul>                                                   |
| 29    | <ul><li>'Rotate the element 60 degrees'</li><li>'Rotate the image clockwise'</li><li>'Turn the logo 270 degrees'</li></ul>                                                    |
| 30    | <ul><li>'Scatter the flowers around the border'</li><li>'Distribute the shapes randomly'</li><li>'Scatter the stars around the title'</li></ul>                               |
| 31    | <ul><li>'Select the main image'</li><li>'Choose the heading text'</li><li>'Select the logo element'</li></ul>                                                                 |
| 32    | <ul><li>'Make the background transparent'</li><li>'Change to a neutral background'</li><li>'Change to a light gray background'</li></ul>                                      |
| 33    | <ul><li>'Change the blend mode to exclusion'</li><li>'Set the blend mode to soft light'</li><li>'Set the blend mode to darken'</li></ul>                                      |
| 34    | <ul><li>'Add a depth of field blur'</li><li>'Blur the entire image'</li><li>'Add a motion blur effect'</li></ul>                                                              |
| 35    | <ul><li>'Change the border width'</li><li>'Add a colored border'</li><li>'Add a gradient border'</li></ul>                                                                    |
| 36    | <ul><li>'Brighten the dark areas'</li><li>'Make the photo more illuminated'</li><li>'Make the image more brilliant'</li></ul>                                                 |
| 37    | <ul><li>'Put the decoration behind'</li><li>'Move the icon to the top'</li><li>'Put the shape behind the text'</li></ul>                                                      |
| 38    | <ul><li>'Make the image more striking'</li><li>'Enhance the contrast'</li><li>'Increase the visual clarity'</li></ul>                                                         |
| 39    | <ul><li>'Make the image elliptical'</li><li>'Make the image circular'</li><li>'Make the image diamond-shaped'</li></ul>                                                       |
| 40    | <ul><li>'Add a colored drop shadow'</li><li>'Create a realistic shadow'</li><li>'Create a soft drop shadow'</li></ul>                                                         |
| 41    | <ul><li>'Fill the shape with orange'</li><li>'Change the color to teal'</li><li>'Fill the element with brown'</li></ul>                                                       |
| 42    | <ul><li>'Make the subtitle larger'</li><li>'Make the description smaller'</li><li>'Make the label smaller'</li></ul>                                                          |
| 43    | <ul><li>'Make the text italic only'</li><li>'Make the text emphasized'</li><li>'Make the text bold only'</li></ul>                                                            |
| 44    | <ul><li>'Use a playful font'</li><li>'Use a professional font'</li><li>'Change to a modern sans-serif font'</li></ul>                                                         |
| 45    | <ul><li>'Increase the highlight clarity'</li><li>'Increase the highlight intensity'</li><li>'Enhance the bright spots'</li></ul>                                              |
| 46    | <ul><li>'Make the photo cover the background'</li><li>'Set the picture as full background'</li><li>'Make the photo cover the entire page'</li></ul>                           |
| 47    | <ul><li>'Spread out the letters in the heading'</li><li>'Make the letters closer together in the text'</li><li>'Tighten the letter spacing in the caption'</li></ul>          |
| 48    | <ul><li>'Add more line height'</li><li>'Make the text more readable'</li><li>'Reduce the line height'</li></ul>                                                               |
| 49    | <ul><li>'Make the text more transparent'</li><li>'Reduce the opacity of the overlay'</li><li>'Make the element semi-transparent'</li></ul>                                    |
| 50    | <ul><li>'Make the sections closer'</li><li>'Make the paragraphs closer together'</li><li>'Reduce the paragraph spacing'</li></ul>                                             |
| 51    | <ul><li>'Make the colors more vivid'</li><li>'Increase the color intensity'</li><li>'Increase the color richness'</li></ul>                                                   |
| 52    | <ul><li>'Darken the shadow regions'</li><li>'Darken the shadow tones'</li><li>'Enhance the shadow details'</li></ul>                                                          |
| 53    | <ul><li>'Make the details more sharp'</li><li>'Increase the image resolution'</li><li>'Increase the detail sharpness'</li></ul>                                               |
| 54    | <ul><li>'Center the title text'</li><li>'Center the logo text'</li><li>'Justify the paragraph text'</li></ul>                                                                 |
| 55    | <ul><li>'Create a text container'</li><li>'Create a border around the text'</li><li>'Add a gradient background to the text'</li></ul>                                         |
| 56    | <ul><li>'Create curved text layout'</li><li>'Make the text flow in an arc'</li><li>'Make the text follow a path'</li></ul>                                                    |
| 57    | <ul><li>'Make the text into bullet points'</li><li>'Make the text into a list with bullets'</li><li>'Create an organized list from the text'</li></ul>                        |
| 58    | <ul><li>'Create a shadow behind the heading'</li><li>'Add a dramatic text shadow'</li><li>'Add a soft glow effect'</li></ul>                                                  |
| 59    | <ul><li>'Increase the warm color cast'</li><li>'Make the image more yellow'</li><li>'Add warm undertones to the photo'</li></ul>                                              |
| 60    | <ul><li>'Open the image upload tool'</li><li>'Show me the file browser'</li><li>'Open the upload window'</li></ul>                                                            |
| 61    | <ul><li>'Go back to the previous state'</li><li>'Undo the text edit'</li><li>'Revert the color change'</li></ul>                                                              |
| 62    | <ul><li>'Ungroup the selected items'</li><li>'Break up the grouped objects'</li><li>'Ungroup the merged elements'</li></ul>                                                   |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.6240   |

## 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("setfit_model_id")
# Run inference
preds = model("Position the text at the top")
```

<!--
### Downstream Use

*List how someone could finetune this model on their own dataset.*
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

<!--
## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->

<!--
### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->

## Training Details

### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count   | 3   | 5.2243 | 12  |

| Label | Training Sample Count |
|:------|:----------------------|
| 0     | 15                    |
| 1     | 15                    |
| 2     | 15                    |
| 3     | 15                    |
| 4     | 15                    |
| 5     | 15                    |
| 6     | 15                    |
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| 56    | 15                    |
| 57    | 15                    |
| 58    | 15                    |
| 59    | 15                    |
| 60    | 15                    |
| 61    | 15                    |
| 62    | 15                    |

### Training Hyperparameters
- batch_size: (64, 64)
- num_epochs: (1, 1)
- 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: True
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False

### Training Results
| Epoch  | Step  | Training Loss | Validation Loss |
|:------:|:-----:|:-------------:|:---------------:|
| 0.0001 | 1     | 0.1774        | -               |
| 0.0036 | 50    | 0.1629        | -               |
| 0.0073 | 100   | 0.1464        | -               |
| 0.0109 | 150   | 0.1147        | -               |
| 0.0146 | 200   | 0.0798        | -               |
| 0.0182 | 250   | 0.0552        | -               |
| 0.0218 | 300   | 0.0391        | -               |
| 0.0255 | 350   | 0.0271        | -               |
| 0.0291 | 400   | 0.0272        | -               |
| 0.0328 | 450   | 0.018         | -               |
| 0.0364 | 500   | 0.015         | -               |
| 0.0400 | 550   | 0.0136        | -               |
| 0.0437 | 600   | 0.012         | -               |
| 0.0473 | 650   | 0.0105        | -               |
| 0.0510 | 700   | 0.0094        | -               |
| 0.0546 | 750   | 0.0087        | -               |
| 0.0583 | 800   | 0.0061        | -               |
| 0.0619 | 850   | 0.0078        | -               |
| 0.0655 | 900   | 0.0068        | -               |
| 0.0692 | 950   | 0.0066        | -               |
| 0.0728 | 1000  | 0.0053        | -               |
| 0.0765 | 1050  | 0.0057        | -               |
| 0.0801 | 1100  | 0.0065        | -               |
| 0.0837 | 1150  | 0.0054        | -               |
| 0.0874 | 1200  | 0.0058        | -               |
| 0.0910 | 1250  | 0.006         | -               |
| 0.0947 | 1300  | 0.0048        | -               |
| 0.0983 | 1350  | 0.0038        | -               |
| 0.1019 | 1400  | 0.0034        | -               |
| 0.1056 | 1450  | 0.0037        | -               |
| 0.1092 | 1500  | 0.006         | -               |
| 0.1129 | 1550  | 0.0047        | -               |
| 0.1165 | 1600  | 0.0042        | -               |
| 0.1201 | 1650  | 0.0038        | -               |
| 0.1238 | 1700  | 0.0036        | -               |
| 0.1274 | 1750  | 0.0049        | -               |
| 0.1311 | 1800  | 0.0019        | -               |
| 0.1347 | 1850  | 0.003         | -               |
| 0.1384 | 1900  | 0.003         | -               |
| 0.1420 | 1950  | 0.0024        | -               |
| 0.1456 | 2000  | 0.0023        | -               |
| 0.1493 | 2050  | 0.002         | -               |
| 0.1529 | 2100  | 0.0033        | -               |
| 0.1566 | 2150  | 0.0032        | -               |
| 0.1602 | 2200  | 0.0048        | -               |
| 0.1638 | 2250  | 0.004         | -               |
| 0.1675 | 2300  | 0.0032        | -               |
| 0.1711 | 2350  | 0.0033        | -               |
| 0.1748 | 2400  | 0.0036        | -               |
| 0.1784 | 2450  | 0.0031        | -               |
| 0.1820 | 2500  | 0.0024        | -               |
| 0.1857 | 2550  | 0.0016        | -               |
| 0.1893 | 2600  | 0.0024        | -               |
| 0.1930 | 2650  | 0.0034        | -               |
| 0.1966 | 2700  | 0.0022        | -               |
| 0.2002 | 2750  | 0.0021        | -               |
| 0.2039 | 2800  | 0.0022        | -               |
| 0.2075 | 2850  | 0.0012        | -               |
| 0.2112 | 2900  | 0.0022        | -               |
| 0.2148 | 2950  | 0.001         | -               |
| 0.2185 | 3000  | 0.0007        | -               |
| 0.2221 | 3050  | 0.0011        | -               |
| 0.2257 | 3100  | 0.0008        | -               |
| 0.2294 | 3150  | 0.0008        | -               |
| 0.2330 | 3200  | 0.0016        | -               |
| 0.2367 | 3250  | 0.0026        | -               |
| 0.2403 | 3300  | 0.0018        | -               |
| 0.2439 | 3350  | 0.0021        | -               |
| 0.2476 | 3400  | 0.001         | -               |
| 0.2512 | 3450  | 0.002         | -               |
| 0.2549 | 3500  | 0.0017        | -               |
| 0.2585 | 3550  | 0.0011        | -               |
| 0.2621 | 3600  | 0.0007        | -               |
| 0.2658 | 3650  | 0.0019        | -               |
| 0.2694 | 3700  | 0.0023        | -               |
| 0.2731 | 3750  | 0.0022        | -               |
| 0.2767 | 3800  | 0.0015        | -               |
| 0.2803 | 3850  | 0.0016        | -               |
| 0.2840 | 3900  | 0.0017        | -               |
| 0.2876 | 3950  | 0.0041        | -               |
| 0.2913 | 4000  | 0.0028        | -               |
| 0.2949 | 4050  | 0.0032        | -               |
| 0.2986 | 4100  | 0.004         | -               |
| 0.3022 | 4150  | 0.0025        | -               |
| 0.3058 | 4200  | 0.0026        | -               |
| 0.3095 | 4250  | 0.0024        | -               |
| 0.3131 | 4300  | 0.0015        | -               |
| 0.3168 | 4350  | 0.0013        | -               |
| 0.3204 | 4400  | 0.0026        | -               |
| 0.3240 | 4450  | 0.0017        | -               |
| 0.3277 | 4500  | 0.0015        | -               |
| 0.3313 | 4550  | 0.0013        | -               |
| 0.3350 | 4600  | 0.0012        | -               |
| 0.3386 | 4650  | 0.0009        | -               |
| 0.3422 | 4700  | 0.0008        | -               |
| 0.3459 | 4750  | 0.0009        | -               |
| 0.3495 | 4800  | 0.0005        | -               |
| 0.3532 | 4850  | 0.0005        | -               |
| 0.3568 | 4900  | 0.001         | -               |
| 0.3604 | 4950  | 0.0005        | -               |
| 0.3641 | 5000  | 0.0003        | -               |
| 0.3677 | 5050  | 0.0011        | -               |
| 0.3714 | 5100  | 0.0006        | -               |
| 0.3750 | 5150  | 0.0007        | -               |
| 0.3786 | 5200  | 0.0006        | -               |
| 0.3823 | 5250  | 0.0007        | -               |
| 0.3859 | 5300  | 0.0005        | -               |
| 0.3896 | 5350  | 0.001         | -               |
| 0.3932 | 5400  | 0.0006        | -               |
| 0.3969 | 5450  | 0.0011        | -               |
| 0.4005 | 5500  | 0.0009        | -               |
| 0.4041 | 5550  | 0.001         | -               |
| 0.4078 | 5600  | 0.001         | -               |
| 0.4114 | 5650  | 0.0011        | -               |
| 0.4151 | 5700  | 0.0007        | -               |
| 0.4187 | 5750  | 0.0008        | -               |
| 0.4223 | 5800  | 0.0009        | -               |
| 0.4260 | 5850  | 0.0004        | -               |
| 0.4296 | 5900  | 0.0007        | -               |
| 0.4333 | 5950  | 0.0005        | -               |
| 0.4369 | 6000  | 0.0011        | -               |
| 0.4405 | 6050  | 0.0007        | -               |
| 0.4442 | 6100  | 0.0007        | -               |
| 0.4478 | 6150  | 0.0003        | -               |
| 0.4515 | 6200  | 0.0004        | -               |
| 0.4551 | 6250  | 0.0006        | -               |
| 0.4587 | 6300  | 0.0003        | -               |
| 0.4624 | 6350  | 0.001         | -               |
| 0.4660 | 6400  | 0.0006        | -               |
| 0.4697 | 6450  | 0.0009        | -               |
| 0.4733 | 6500  | 0.0008        | -               |
| 0.4770 | 6550  | 0.0009        | -               |
| 0.4806 | 6600  | 0.0005        | -               |
| 0.4842 | 6650  | 0.0009        | -               |
| 0.4879 | 6700  | 0.0009        | -               |
| 0.4915 | 6750  | 0.0012        | -               |
| 0.4952 | 6800  | 0.0004        | -               |
| 0.4988 | 6850  | 0.0005        | -               |
| 0.5024 | 6900  | 0.0009        | -               |
| 0.5061 | 6950  | 0.0014        | -               |
| 0.5097 | 7000  | 0.0005        | -               |
| 0.5134 | 7050  | 0.0007        | -               |
| 0.5170 | 7100  | 0.0009        | -               |
| 0.5206 | 7150  | 0.0011        | -               |
| 0.5243 | 7200  | 0.001         | -               |
| 0.5279 | 7250  | 0.0021        | -               |
| 0.5316 | 7300  | 0.0015        | -               |
| 0.5352 | 7350  | 0.001         | -               |
| 0.5388 | 7400  | 0.001         | -               |
| 0.5425 | 7450  | 0.0018        | -               |
| 0.5461 | 7500  | 0.0009        | -               |
| 0.5498 | 7550  | 0.0008        | -               |
| 0.5534 | 7600  | 0.0004        | -               |
| 0.5571 | 7650  | 0.0007        | -               |
| 0.5607 | 7700  | 0.0009        | -               |
| 0.5643 | 7750  | 0.0011        | -               |
| 0.5680 | 7800  | 0.0006        | -               |
| 0.5716 | 7850  | 0.0016        | -               |
| 0.5753 | 7900  | 0.0016        | -               |
| 0.5789 | 7950  | 0.0009        | -               |
| 0.5825 | 8000  | 0.0017        | -               |
| 0.5862 | 8050  | 0.0017        | -               |
| 0.5898 | 8100  | 0.001         | -               |
| 0.5935 | 8150  | 0.001         | -               |
| 0.5971 | 8200  | 0.0005        | -               |
| 0.6007 | 8250  | 0.0008        | -               |
| 0.6044 | 8300  | 0.0003        | -               |
| 0.6080 | 8350  | 0.0005        | -               |
| 0.6117 | 8400  | 0.0006        | -               |
| 0.6153 | 8450  | 0.0006        | -               |
| 0.6189 | 8500  | 0.0007        | -               |
| 0.6226 | 8550  | 0.0006        | -               |
| 0.6262 | 8600  | 0.0007        | -               |
| 0.6299 | 8650  | 0.0008        | -               |
| 0.6335 | 8700  | 0.0005        | -               |
| 0.6372 | 8750  | 0.001         | -               |
| 0.6408 | 8800  | 0.0011        | -               |
| 0.6444 | 8850  | 0.0008        | -               |
| 0.6481 | 8900  | 0.0008        | -               |
| 0.6517 | 8950  | 0.0007        | -               |
| 0.6554 | 9000  | 0.0006        | -               |
| 0.6590 | 9050  | 0.0008        | -               |
| 0.6626 | 9100  | 0.0004        | -               |
| 0.6663 | 9150  | 0.0007        | -               |
| 0.6699 | 9200  | 0.0007        | -               |
| 0.6736 | 9250  | 0.0002        | -               |
| 0.6772 | 9300  | 0.0007        | -               |
| 0.6808 | 9350  | 0.0007        | -               |
| 0.6845 | 9400  | 0.0006        | -               |
| 0.6881 | 9450  | 0.0007        | -               |
| 0.6918 | 9500  | 0.0009        | -               |
| 0.6954 | 9550  | 0.0007        | -               |
| 0.6990 | 9600  | 0.0006        | -               |
| 0.7027 | 9650  | 0.0009        | -               |
| 0.7063 | 9700  | 0.0005        | -               |
| 0.7100 | 9750  | 0.0006        | -               |
| 0.7136 | 9800  | 0.001         | -               |
| 0.7173 | 9850  | 0.0004        | -               |
| 0.7209 | 9900  | 0.0006        | -               |
| 0.7245 | 9950  | 0.0006        | -               |
| 0.7282 | 10000 | 0.0003        | -               |
| 0.7318 | 10050 | 0.0009        | -               |
| 0.7355 | 10100 | 0.0006        | -               |
| 0.7391 | 10150 | 0.0011        | -               |
| 0.7427 | 10200 | 0.0008        | -               |
| 0.7464 | 10250 | 0.0006        | -               |
| 0.7500 | 10300 | 0.0008        | -               |
| 0.7537 | 10350 | 0.0006        | -               |
| 0.7573 | 10400 | 0.0005        | -               |
| 0.7609 | 10450 | 0.0008        | -               |
| 0.7646 | 10500 | 0.0007        | -               |
| 0.7682 | 10550 | 0.0005        | -               |
| 0.7719 | 10600 | 0.0007        | -               |
| 0.7755 | 10650 | 0.0011        | -               |
| 0.7791 | 10700 | 0.0011        | -               |
| 0.7828 | 10750 | 0.0008        | -               |
| 0.7864 | 10800 | 0.0003        | -               |
| 0.7901 | 10850 | 0.0006        | -               |
| 0.7937 | 10900 | 0.0009        | -               |
| 0.7973 | 10950 | 0.0006        | -               |
| 0.8010 | 11000 | 0.0008        | -               |
| 0.8046 | 11050 | 0.0005        | -               |
| 0.8083 | 11100 | 0.0014        | -               |
| 0.8119 | 11150 | 0.0007        | -               |
| 0.8156 | 11200 | 0.0004        | -               |
| 0.8192 | 11250 | 0.001         | -               |
| 0.8228 | 11300 | 0.0005        | -               |
| 0.8265 | 11350 | 0.0003        | -               |
| 0.8301 | 11400 | 0.0005        | -               |
| 0.8338 | 11450 | 0.0003        | -               |
| 0.8374 | 11500 | 0.0004        | -               |
| 0.8410 | 11550 | 0.0006        | -               |
| 0.8447 | 11600 | 0.0006        | -               |
| 0.8483 | 11650 | 0.0006        | -               |
| 0.8520 | 11700 | 0.0005        | -               |
| 0.8556 | 11750 | 0.0008        | -               |
| 0.8592 | 11800 | 0.0009        | -               |
| 0.8629 | 11850 | 0.0007        | -               |
| 0.8665 | 11900 | 0.0012        | -               |
| 0.8702 | 11950 | 0.0003        | -               |
| 0.8738 | 12000 | 0.0006        | -               |
| 0.8774 | 12050 | 0.0007        | -               |
| 0.8811 | 12100 | 0.0008        | -               |
| 0.8847 | 12150 | 0.0003        | -               |
| 0.8884 | 12200 | 0.0006        | -               |
| 0.8920 | 12250 | 0.0006        | -               |
| 0.8957 | 12300 | 0.0004        | -               |
| 0.8993 | 12350 | 0.0005        | -               |
| 0.9029 | 12400 | 0.0005        | -               |
| 0.9066 | 12450 | 0.0006        | -               |
| 0.9102 | 12500 | 0.0004        | -               |
| 0.9139 | 12550 | 0.0005        | -               |
| 0.9175 | 12600 | 0.0003        | -               |
| 0.9211 | 12650 | 0.0004        | -               |
| 0.9248 | 12700 | 0.0005        | -               |
| 0.9284 | 12750 | 0.0006        | -               |
| 0.9321 | 12800 | 0.0004        | -               |
| 0.9357 | 12850 | 0.0005        | -               |
| 0.9393 | 12900 | 0.0005        | -               |
| 0.9430 | 12950 | 0.0011        | -               |
| 0.9466 | 13000 | 0.0004        | -               |
| 0.9503 | 13050 | 0.0007        | -               |
| 0.9539 | 13100 | 0.0005        | -               |
| 0.9575 | 13150 | 0.0006        | -               |
| 0.9612 | 13200 | 0.0005        | -               |
| 0.9648 | 13250 | 0.0007        | -               |
| 0.9685 | 13300 | 0.0007        | -               |
| 0.9721 | 13350 | 0.0004        | -               |
| 0.9758 | 13400 | 0.0005        | -               |
| 0.9794 | 13450 | 0.0005        | -               |
| 0.9830 | 13500 | 0.0004        | -               |
| 0.9867 | 13550 | 0.0006        | -               |
| 0.9903 | 13600 | 0.0004        | -               |
| 0.9940 | 13650 | 0.0007        | -               |
| 0.9976 | 13700 | 0.0007        | -               |

### Framework Versions
- Python: 3.12.11
- SetFit: 1.1.3
- Sentence Transformers: 5.1.0
- Transformers: 4.54.1
- PyTorch: 2.7.1
- Datasets: 4.0.0
- Tokenizers: 0.21.4

## 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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