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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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--- |
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# Constellation-One-Text-001 |
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An experimental text classification model fine-tuned from Microsoft/DeBERTa-V3 base for [Cockatoo](https://cockatoo.dev/) |
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> [!Warning] |
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> Highly experimental, may not produce production-grade accuracies |
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This model is licensed under the `Apache-2.0` license. |
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**Resources:** |
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Training/Inferencing server: https://github.com/DominicTWHV/Cockatoo_ML_Training/ |
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Training Metrics: https://cockatoo.dev/ml-training.html |
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## Datasets Used | Citations |
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| Dataset | License | Link | |
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| --- | --- | --- | |
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| **Phishing Dataset** | MIT | [Hugging Face](https://huggingface.co/datasets/ealvaradob/phishing-dataset) | |
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| **Measuring Hate Speech** | CC-BY-4.0 | [Hugging Face](https://huggingface.co/datasets/ucberkeley-dlab/measuring-hate-speech) | |
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| **Tweet Eval (SemEval-2019)** | [See Citation]* | [Hugging Face](https://huggingface.co/datasets/cardiffnlp/tweet_eval) | |
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| **Toxic Chat** | CC-BY-NC-4.0 | [Hugging Face](https://huggingface.co/datasets/lmsys/toxic-chat) | |
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| **Jigsaw Toxicity** | Apache-2.0 | [Hugging Face](https://huggingface.co/datasets/tasksource/jigsaw_toxicity) | |
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| **Text Moderation Multilingual** | Apache-2.0 | [Hugging Face](https://huggingface.co/datasets/KoalaAI/Text-Moderation-Multilingual) | |
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--- |
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### Citation: ucberkeley-dlab/measuring-hate-speech |
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```bibtex |
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@article{kennedy2020constructing, |
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title={Constructing interval variables via faceted Rasch measurement and multitask deep learning: a hate speech application}, |
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author={Kennedy, Chris J and Bacon, Geoff and Sahn, Alexander and von Vacano, Claudia}, |
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journal={arXiv preprint arXiv:2009.10277}, |
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year={2020} |
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} |
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``` |
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### Citation: cardiffnlp/tweet_eval |
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```bibtex |
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@inproceedings{basile-etal-2019-semeval, |
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title = "{S}em{E}val-2019 Task 5: Multilingual Detection of Hate Speech Against Immigrants and Women in {T}witter", |
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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", |
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booktitle = "Proceedings of the 13th International Workshop on Semantic Evaluation", |
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year = "2019", |
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address = "Minneapolis, Minnesota, USA", |
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publisher = "Association for Computational Linguistics", |
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url = "https://www.aclweb.org/anthology/S19-2007", |
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doi = "10.18653/v1/S19-2007", |
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pages = "54--63" |
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} |
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``` |
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### Citation: lmsys/toxic-chat |
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```bibtex |
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@misc{lin2023toxicchat, |
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title={ToxicChat: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-AI Conversation}, |
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author={Zi Lin and Zihan Wang and Yongqi Tong and Yangkun Wang and Yuxin Guo and Yujia Wang and Jingbo Shang}, |
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year={2023}, |
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eprint={2310.17389}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL} |
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} |
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``` |
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### Citation: KoalaAI/Text-Moderation-Multilingual |
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```bibtex |
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@misc{text-moderation-large, |
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title={Text-Moderation-Multilingual: A Multilingual Text Moderation Dataset}, |
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author={[KoalaAI]}, |
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year={2025}, |
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note={Aggregated from ifmain's and OpenAI's moderation datasets} |
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} |
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``` |
