---
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
metrics:
- accuracy
widget:
- text: Tiong Bahru Plaza, DDC-L2-5, AHU-L2-03 trip alarm
- text: 'Tiong Bahru Plaza, DDC L4-1, PAU-L4-03 supply air temperature (Units: °C).2'
- text: Tiong Bahru Plaza, DDC-L20, AHU 20-1 VSD CONTROL
- text: 'Tiong Bahru Plaza, VAV 19-7, Discharge Air Flow (Units: m3/h)'
- text: Tiong Bahru Plaza, DDC-L2-5, PAU-L2-02 VSD control
pipeline_tag: text-classification
inference: true
base_model: sentence-transformers/paraphrase-MiniLM-L3-v2
model-index:
- name: SetFit with sentence-transformers/paraphrase-MiniLM-L3-v2
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: Unknown
      type: unknown
      split: test
    metrics:
    - type: accuracy
      value: 0.9863861386138614
      name: Accuracy
---

# SetFit with sentence-transformers/paraphrase-MiniLM-L3-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-MiniLM-L3-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L3-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-MiniLM-L3-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L3-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 128 tokens
- **Number of Classes:** 44 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                                                                                                                                                                                                                                                                                                                                                           |
|:------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 28    | <ul><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Chilled Water Flow'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 1 CHW Flowrate'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHW Flowrate'</li></ul>                                                                                                                                       |
| 33    | <ul><li>'Tiong Bahru Plaza, UC800_102005, Cond Water Flow'</li><li>'Tiong Bahru Plaza, UC800_102005, Condenser Water Flow'</li><li>'Tiong Bahru Plaza, UC800_102004, Condenser Water Flow'</li></ul>                                                                                                                                                               |
| 2     | <ul><li>'Tiong Bahru Plaza, DDC-L6, AHU 4-1 FAD Feedback'</li><li>'Tiong Bahru Plaza, DDC-L2-2, AHU-L2-05 FAD feedback'</li><li>'Tiong Bahru Plaza, DDC L14-1, AHU 13-1 FAD Feedback'</li></ul>                                                                                                                                                                    |
| 42    | <ul><li>'Tiong Bahru Plaza, UC800_102004, Cond Leaving Water Temp (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_102004, Cond Leaving Water Temp (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_102005, Cond Entering Water Temp (Units: °C)'</li></ul>                                                                                                            |
| 31    | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Head CWR Temp'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWR Temp'</li></ul>                                                                                                                                                     |
| 9     | <ul><li>'Tiong Bahru Plaza, DDC L4-1, PAU-L4-02 supply air temperature (Units: °C).2'</li><li>'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-05 supply air temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-03 supply air temperature (Units: °C)'</li></ul>                                                                                            |
| 1     | <ul><li>'Tiong Bahru Plaza, DDC L4-1, PAU-L4-02 static pressure (Units: Pa)'</li><li>'Tiong Bahru Plaza, DDC-L2-5, PAU-L2-02 static pressure (Units: Pa)'</li><li>'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-05 Static pressure (Units: Pa)'</li></ul>                                                                                                                   |
| 25    | <ul><li>'Tiong Bahru Plaza, DDC-L1-3, AHU-L2-02 VSD control'</li><li>'Tiong Bahru Plaza, DDC-L2-5, PAU-L2-04 VSD control'</li><li>'Tiong Bahru Plaza, DDC-L3-2, AHU-6-2A VSD control'</li></ul>                                                                                                                                                                    |
| 12    | <ul><li>'Tiong Bahru Plaza, DDC-9-1, AHU 8-1 On/Off Status'</li><li>'Tiong Bahru Plaza, DDC-9-1, AHU 7-1 On/Off Status'</li><li>'Tiong Bahru Plaza, DDC-L1-5, PAU-L1-06 on/off status'</li></ul>                                                                                                                                                                   |
| 8     | <ul><li>'Tiong Bahru Plaza, DDC-L1-3, AHU-L1-02 returm air temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC-L1-1, AHU-L1-01 returm air temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC L2-4, AHU L2-04 returm air temperature (Units: °C)'</li></ul>                                                                                              |
| 24    | <ul><li>'Tiong Bahru Plaza, DDC-L20, PAHU TR-1 TEMPERATURE (Units: °C)'</li></ul>                                                                                                                                                                                                                                                                                  |
| 13    | <ul><li>'Tiong Bahru Plaza, DDC-L17, AHU 17-1 Smoke Alarm'</li><li>'Tiong Bahru Plaza, DDC-9-1, AHU 9-1 Smoke Alarm'</li><li>'Tiong Bahru Plaza, DDC-B1-6, AHU-B1-1 Smoke Alarm'</li></ul>                                                                                                                                                                         |
| 30    | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Head CWS Temp'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWS Temp'</li></ul>                                                                                                                                                     |
| 5     | <ul><li>'Tiong Bahru Plaza, DDC-L20, AHU 19-1 OCT (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC-L17, AHU 16-1 OCT (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC L14-1, AHU 13-1 OCT (Units: °C)'</li></ul>                                                                                                                                                           |
| 43    | <ul><li>'Tiong Bahru Plaza, VAV 19-11, Air Valve Position (Units: %)'</li><li>'Tiong Bahru Plaza, VAV 19-13, Air Valve Position (Units: %)'</li><li>'Tiong Bahru Plaza, VAV 19-16, Air Valve Position (Units: %)'</li></ul>                                                                                                                                        |
| 14    | <ul><li>'Tiong Bahru Plaza, DDC-L1-5, AHU-L3-04A trip alarm'</li><li>'Tiong Bahru Plaza, DDC-9-1, AHU 9-1 Trip Alarm'</li><li>'Tiong Bahru Plaza, DDC-L17, AHU 16-1 Trip Alarm'</li></ul>                                                                                                                                                                          |
| 36    | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 3 CHWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 3 CWR Temperature'</li></ul>                                                                                                                              |
| 34    | <ul><li>'Tiong Bahru Plaza, UC800_3, Operating Mode'</li><li>'Tiong Bahru Plaza, UC800_101001_Chiller_1, Operating Mode'</li><li>'CT 3-1 Switch Mode'</li></ul>                                                                                                                                                                                                    |
| 18    | <ul><li>'Tiong Bahru Plaza, DDC-L2-5, PAU-L2-04 switch mode'</li><li>'Tiong Bahru Plaza, DDC-L3-3, AHU-L3-1 switch mode'</li><li>'Tiong Bahru Plaza, DDC L2-4, AHU L2-04 switch mode'</li></ul>                                                                                                                                                                    |
| 6     | <ul><li>'Tiong Bahru Plaza, DDC-L17, AHU 16-1 Valve Control (Units: %)'</li><li>'Tiong Bahru Plaza, DDC-L20, AHU 20-1 VALVE CONTROL (Units: %)'</li><li>'Tiong Bahru Plaza, DDC L12, AHU 10-1 VALVE CONTROL (Units: %)'</li></ul>                                                                                                                                  |
| 17    | <ul><li>'Tiong Bahru Plaza, VAV 19-12, Discharge Air Temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 19-15, Discharge Air Temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 19-7, Discharge Air Temperature (Units: °C)'</li></ul>                                                                                                                 |
| 0     | <ul><li>'Tiong Bahru Plaza, DDC L14-1, AHU 13-1 CO2 Reading (Units: ppm).1'</li><li>'Tiong Bahru Plaza, DDC-L1-5, AHU-L3-04A CO2 sensor reading (Units: ppm)'</li><li>'Tiong Bahru Plaza, DDC-L20, Co2 Level 18'</li></ul>                                                                                                                                         |
| 29    | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWR Temp'</li></ul>                                                                                                                                         |
| 15    | <ul><li>'Tiong Bahru Plaza, VAV 19-6, Space Temperature (Units: °C).1'</li><li>'Tiong Bahru Plaza, VAV-19-3, Space Temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 19-17A, Space Temperature (Units: °C)'</li></ul>                                                                                                                                       |
| 11    | <ul><li>'DDC-CH-3:CH 3 Start/Stop Control'</li><li>'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-05 Start/Stop Control'</li><li>'Tiong Bahru Plaza, DDC L14-1, AHU12-1 Start/Stop'</li></ul>                                                                                                                                                                                |
| 32    | <ul><li>'Tiong Bahru Plaza, UC800_101001_Chiller_1, Chilled Water Flow'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 4 CHW Flowrate'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 3 CHW Flowrate'</li></ul>                                                                                                                                    |
| 27    | <ul><li>'Tiong Bahru Plaza, LSB-U4-1, Active Power kW'</li><li>'Tiong Bahru Plaza, MB-1-S2, Active Power kW'</li><li>'Tiong Bahru Plaza, MB-1-S3, Active Power kW'</li></ul>                                                                                                                                                                                       |
| 41    | <ul><li>' Chiller SC:Header Differential Pressure'</li></ul>                                                                                                                                                                                                                                                                                                       |
| 40    | <ul><li>'Wet Bulb Temperature'</li></ul>                                                                                                                                                                                                                                                                                                                           |
| 3     | <ul><li>'Tiong Bahru Plaza, DDC-L6, AHU 4-1 FAD Control'</li><li>'Tiong Bahru Plaza, DDC-L20, L20 Fresh air damper control (Units: %)'</li><li>'Tiong Bahru Plaza, DDC-L2-2, AHU-L2-05 FAD control (Units: %)'</li></ul>                                                                                                                                           |
| 22    | <ul><li>'Tiong Bahru Plaza, VAV 19-2, Active Setpoint (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 18-17, Active Setpoint (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 19-16, Active Setpoint (Units: °C)'</li></ul>                                                                                                                                               |
| 21    | <ul><li>'Tiong Bahru Plaza, VAV 19-19, Air Flow Setpoint Active (Units: m3/h)'</li><li>'Tiong Bahru Plaza, VAV 19-22, Air Flow Setpoint Active (Units: m3/h)'</li><li>'Tiong Bahru Plaza, VAV 19-9, Air Flow Setpoint Active (Units: m3/h)'</li></ul>                                                                                                              |
| 26    | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWS Temp'</li></ul>                                                                                                                                         |
| 23    | <ul><li>'Tiong Bahru Plaza, DDC B1-3, Pau-B1-02-DP Sensor'</li></ul>                                                                                                                                                                                                                                                                                               |
| 16    | <ul><li>'Tiong Bahru Plaza, VAV 19-9, Discharge Air Flow (Units: m3/h)'</li><li>'Tiong Bahru Plaza, VAV 19-18, Discharge Air Flow (Units: m3/h)'</li><li>'Tiong Bahru Plaza, VAV 19-15, Discharge Air Flow (Units: m3/h)'</li></ul>                                                                                                                                |
| 39    | <ul><li>'Tiong Bahru Plaza, UC800_3, Evaporator Refrigerant Pressure - Circuit 1 (Units: Pa)'</li><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Evaporator Refrigerant Pressure - Circuit 1 (Units: Pa)'</li><li>'Tiong Bahru Plaza, UC800_101001_Chiller_1, Evaporator Refrigerant Pressure - Circuit 1 (Units: Pa)'</li></ul>                                  |
| 7     | <ul><li>'Tiong Bahru Plaza, DDC L4-1, PAU-L4-02 modulating valve feedback (Units: %).3'</li><li>'Tiong Bahru Plaza, DDC-L2-2, AHU-L2-05 modulating valve feedback'</li><li>'Tiong Bahru Plaza, DDC B1-4, PAU-B1-1 modulating valve feedback'</li></ul>                                                                                                             |
| 37    | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 4 CWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 3 CWS Temperature'</li></ul>                                                                                                                               |
| 20    | <ul><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor temperature (Units: °C).2'</li><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor temperature (Units: °C).1'</li></ul>                                                                                                                                 |
| 35    | <ul><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Condenser Saturated Refrigerant Temperature Circuit 1 (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_3, Condenser Saturated Refrigerant Temperature Circuit 1 (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Evaporator Saturated Refrigerant Temperature - Circuit 1 (Units: °C)'</li></ul> |
| 4     | <ul><li>'Tiong Bahru Plaza, DDC-9-1, AHU 9-1 Flow'</li><li>'Tiong Bahru Plaza, DDC-L6, AHU 5-3 Flow'</li><li>'Tiong Bahru Plaza, DDC-L6, AHU 4-1 Flow'</li></ul>                                                                                                                                                                                                   |
| 19    | <ul><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor humidity (Units: %).2'</li><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor humidity (Units: %)'</li><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor humidity (Units: %).1'</li></ul>                                                                                                                                             |
| 38    | <ul><li>'Tiong Bahru Plaza, UC800_3, Entering Condenser Water (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Entering Condenser Water (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_101001_Chiller_1, Entering Condenser Water (Units: °C)'</li></ul>                                                                                           |
| 10    | <ul><li>'Tiong Bahru Plaza, DDC-L1-3, AHU-L2-02 VSD feedback'</li><li>'DDC-CH-3:CWP 3 VSD Feedback'</li><li>'Tiong Bahru Plaza, DDC-L2-8, PAU-L2-03 VSD feedback'</li></ul>                                                                                                                                                                                        |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 0.9864   |

## 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("Varun1010/all-MiniLM-L6-v2-polaris-more")
# Run inference
preds = model("Tiong Bahru Plaza, DDC-L20, AHU 20-1 VSD CONTROL")
```

<!--
### 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   | 8.7134 | 13  |

| Label | Training Sample Count |
|:------|:----------------------|
| 0     | 4                     |
| 1     | 4                     |
| 2     | 4                     |
| 3     | 4                     |
| 4     | 4                     |
| 5     | 4                     |
| 6     | 4                     |
| 7     | 4                     |
| 8     | 4                     |
| 9     | 4                     |
| 10    | 4                     |
| 11    | 4                     |
| 12    | 4                     |
| 13    | 4                     |
| 14    | 4                     |
| 15    | 4                     |
| 16    | 4                     |
| 17    | 4                     |
| 18    | 4                     |
| 19    | 3                     |
| 20    | 3                     |
| 21    | 4                     |
| 22    | 4                     |
| 23    | 1                     |
| 24    | 1                     |
| 25    | 4                     |
| 26    | 4                     |
| 27    | 4                     |
| 28    | 4                     |
| 29    | 4                     |
| 30    | 3                     |
| 31    | 3                     |
| 32    | 4                     |
| 33    | 4                     |
| 34    | 4                     |
| 35    | 4                     |
| 36    | 4                     |
| 37    | 4                     |
| 38    | 3                     |
| 39    | 3                     |
| 40    | 1                     |
| 41    | 1                     |
| 42    | 3                     |
| 43    | 4                     |

### Training Hyperparameters
- batch_size: (64, 64)
- num_epochs: (5, 5)
- 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 |
|:------:|:----:|:-------------:|:---------------:|
| 0.0027 | 1    | 0.1538        | -               |
| 0.1330 | 50   | 0.0495        | -               |
| 0.2660 | 100  | 0.0655        | -               |
| 0.3989 | 150  | 0.0336        | -               |
| 0.5319 | 200  | 0.0282        | -               |
| 0.6649 | 250  | 0.0207        | -               |
| 0.7979 | 300  | 0.0184        | -               |
| 0.9309 | 350  | 0.0163        | -               |
| 1.0638 | 400  | 0.0088        | -               |
| 1.1968 | 450  | 0.0307        | -               |
| 1.3298 | 500  | 0.0153        | -               |
| 1.4628 | 550  | 0.0079        | -               |
| 1.5957 | 600  | 0.02          | -               |
| 1.7287 | 650  | 0.0165        | -               |
| 1.8617 | 700  | 0.0087        | -               |
| 1.9947 | 750  | 0.0236        | -               |
| 2.1277 | 800  | 0.0108        | -               |
| 2.2606 | 850  | 0.0071        | -               |
| 2.3936 | 900  | 0.0137        | -               |
| 2.5266 | 950  | 0.0104        | -               |
| 2.6596 | 1000 | 0.0054        | -               |
| 2.7926 | 1050 | 0.0058        | -               |
| 2.9255 | 1100 | 0.0052        | -               |
| 3.0585 | 1150 | 0.0053        | -               |
| 3.1915 | 1200 | 0.004         | -               |
| 3.3245 | 1250 | 0.0047        | -               |
| 3.4574 | 1300 | 0.0176        | -               |
| 3.5904 | 1350 | 0.0046        | -               |
| 3.7234 | 1400 | 0.0139        | -               |
| 3.8564 | 1450 | 0.0043        | -               |
| 3.9894 | 1500 | 0.0042        | -               |
| 4.1223 | 1550 | 0.0112        | -               |
| 4.2553 | 1600 | 0.0091        | -               |
| 4.3883 | 1650 | 0.0045        | -               |
| 4.5213 | 1700 | 0.009         | -               |
| 4.6543 | 1750 | 0.0097        | -               |
| 4.7872 | 1800 | 0.0049        | -               |
| 4.9202 | 1850 | 0.0036        | -               |

### Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 2.6.1
- Transformers: 4.38.2
- PyTorch: 2.2.1+cu121
- Datasets: 2.18.0
- Tokenizers: 0.15.2

## 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}
}
```

<!--
## Glossary

*Clearly define terms in order to be accessible across audiences.*
-->

<!--
## Model Card Authors

*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->

<!--
## Model Card Contact

*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
-->