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license: cc-by-4.0
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---
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---
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license: cc-by-4.0
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datasets:
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- jagoldz/gahd
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- Paul/hatecheck-german
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language:
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- de
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metrics:
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- f1
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library_name: transformers
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pipeline_tag: text-classification
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tags:
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- hate-speech-detection
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- hate-speech
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---
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# Model Card
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## Model Description
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We fine-tuned this [gelectra-large model](https://huggingface.co/deepset/gelectra-large) for four rounds of dynamic adversarial data collection to create the GAHD dataset. In each round annotators created examples by trying to trick the model into a misclassification. We explored different ways of supporting annotators in finding model-tricking examples during the data collection. This is the final model (R4) in our paper. The model classifies text into "hate speech" (1) or "not-hate speech" (0).
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Please check out our [paper](https://arxiv.org/abs/2403.19559) for further details about the training procedure (Appendix C) or evaluation (Section 4).
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- paper: https://arxiv.org/abs/2403.19559
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- GAHD dataset on Huggingface: https://huggingface.co/datasets/jagoldz/gahd
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- GAHD dataset on GitHub: https://github.com/jagol/gahd
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## Citation
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When using this model or the GAHD dataset, please cite our preprint on Arxiv:
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```
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@misc{goldzycher2024improving,
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title={Improving Adversarial Data Collection by Supporting Annotators: Lessons from GAHD, a German Hate Speech Dataset},
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author={Janis Goldzycher and Paul Röttger and Gerold Schneider},
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year={2024},
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eprint={2403.19559},
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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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