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# Constellation-One-Text-001

The Constellation-One-Text-001 model created for the [Cockatoo Project](https://cockatoo.dev/)

This model is highly experimental and may not be ready for production use.

**Resources:**

Training code and inference code may be found [here](https://github.com/DominicTWHV/Cockatoo_ML_Training/)
Model training metrics may be found [here](https://cockatoo.dev/ml-training.html)

**Datasets Used:**

| Dataset | License | Link |
| --- | --- | --- |
| **Phishing Dataset** | MIT | [Hugging Face](https://huggingface.co/datasets/ealvaradob/phishing-dataset) |
| **Measuring Hate Speech** | CC-BY-4.0 | [Hugging Face](https://huggingface.co/datasets/ucberkeley-dlab/measuring-hate-speech) |
| **Tweet Eval (SemEval-2019)** | [See Citation]* | [Hugging Face](https://huggingface.co/datasets/cardiffnlp/tweet_eval) |
| **Toxic Chat** | CC-BY-NC-4.0 | [Hugging Face](https://huggingface.co/datasets/lmsys/toxic-chat) |
| **Jigsaw Toxicity** | Apache-2.0 | [Hugging Face](https://huggingface.co/datasets/tasksource/jigsaw_toxicity) |
| **Text Moderation Multilingual** | Apache-2.0 | [Hugging Face](https://huggingface.co/datasets/KoalaAI/Text-Moderation-Multilingual) |

---

### Citation: ucberkeley-dlab/measuring-hate-speech

```bibtex


@article
{kennedy2020constructing,
title={Constructing interval variables via faceted Rasch measurement and multitask deep learning: a hate speech application},
author={Kennedy, Chris J and Bacon, Geoff and Sahn, Alexander and von Vacano, Claudia},
journal={arXiv preprint arXiv:2009.10277},
year={2020}
}
```

### Citation: cardiffnlp/tweet_eval

```bibtex
@inproceedings{basile-etal-2019-semeval,
title = "{S}em{E}val-2019 Task 5: Multilingual Detection of Hate Speech Against Immigrants and Women in {T}witter",
author = "Basile, Valerio and Bosco, Cristina and Fersini, Elisabetta and Nozza, Debora and Patti, Viviana and Rangel Pardo, Francisco Manuel and Rosso, Paolo and Sanguinetti, Manuela",
booktitle = "Proceedings of the 13th International Workshop on Semantic Evaluation",
year = "2019",
address = "Minneapolis, Minnesota, USA",
publisher = "Association for Computational Linguistics",
url = "https://www.aclweb.org/anthology/S19-2007",
doi = "10.18653/v1/S19-2007",
pages = "54--63"
}

```

### Citation: lmsys/toxic-chat

```bibtex


@misc
{lin2023toxicchat,
title={ToxicChat: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-AI Conversation},
author={Zi Lin and Zihan Wang and Yongqi Tong and Yangkun Wang and Yuxin Guo and Yujia Wang and Jingbo Shang},
year={2023},
eprint={2310.17389},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
```

### Citation: KoalaAI/Text-Moderation-Multilingual

```bibtex


@misc
{text-moderation-large,
title={Text-Moderation-Multilingual: A Multilingual Text Moderation Dataset},
author={[KoalaAI]},
year={2025},
note={Aggregated from ifmain's and OpenAI's moderation datasets}
}
```

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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language: en
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+ license: apache-2.0
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+ base_model: microsoft/deberta-v3-base
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+ tags:
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+ - text-classification
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+ - deberta-v3
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+ datasets:
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+ - ealvaradob/phishing-dataset
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+ - ucberkeley-dlab/measuring-hate-speech
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+ - cardiffnlp/tweet_eval
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+ - lmsys/toxic-chat
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+ - tasksource/jigsaw_toxicity
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+ - KoalaAI/Text-Moderation-Multilingual
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+ ---