# StanfordSCALE


This organization hosts models developed through research projects led by contributors at the **Stanford SCALE Initiative**.

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## 1. Overview



This organization contains models trained across a range of research efforts within SCALE. These models support diverse tasks—primarily classification and analysis—applied to domain-specific datasets.

Because many models are trained on specialized or proprietary datasets, their performance and applicability may not generalize beyond their original research context.

Repositories are organized into [**collections**](https://huggingface.co/StanfordSCALE/collections), each corresponding to a specific research project or intervention (e.g., *Tutor Copilot*).

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##  2. Model Naming Convention

We use a consistent naming scheme with the following convention:

```
<project>-<task>-<base_model>-<size>-v<version>
```

**Field Definitions**

* project → research project or initiative (e.g., oym, tutor-copilot)
* task → task type (e.g., classification, qa, summarization)
* base_model → pretrained backbone (e.g., roberta, llama3, bert)
* size → model size (e.g., base, large, 7b)
* version → iteration of the same model setup (e.g., `v1`, `v2`), updated when data, training, or performance changes.

**Examples:**

For the OYM project, for a relationship management classifier with Roberta base model the name would be the following:

* `oym-relationship-classification-roberta-base-v1`

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##  3. Documentation Standards

All models include:

* Training data details
* Hyperparameters
* Evaluation benchmarks
* Known limitations

All models must follow the SCALE model card template to ensure consistent, transparent, and reproducible documentation.

📘 **Model Card Template:**  
[Model Card Template](https://huggingface.co/datasets/StanfordSCALE/model-card-template/blob/main/MODEL_CARD_TEMPLATE.md)

[Model Card Template Instructions](https://huggingface.co/datasets/StanfordSCALE/model-card-template/blob/main/README.md)

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##  4. Highlighted projects

### {{}}

{{1 sentence description}}
→ 🤗 Model: {{link}}

### {{Project Name}}

{{1 sentence description}}
→ 🤗 Model: {{link}}

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##  5. Privacy

When creating a model repository set the model privacy setting to Public. This setting will allow other user to see this model. Only members of StanfordSCALE can commit.


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##  6. Citation

Use the following citation convention

```bibtex
@misc{{ORG_NAME}_{MODEL}_{YEAR},
  title = {{TITLE}},
  author = {{AUTHORS}},
  year = {{YEAR}},
  url = {{URL}}
}
```

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## 7. Project List


A list of the pretrained models, along with the tasks they are designed for, the datasets used, and the researcher in charge, can be found [here](https://docs.google.com/spreadsheets/d/13i01hEe_4K77CuQSKaqoChw5h1SDvgSDkRrnwpOFAd4/edit?gid=772647653#gid=772647653).

 
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##  8. Contact

* 📧 Contact information
  * JP Martinez: jpmc@stanford.edu
  * Hsiaolin Hsie: hsiaolin@stanford.edu
  * Ana Trindade Ribeiro: anactr@stanford.edu
* 🌐 https://scale.stanford.edu
* 💻 https://github.com/scale-nssa