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@@ -16,7 +16,7 @@ SafeC4Sample is a processed subset of the [C4 dataset (Colossal, Cleaned version
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  The original C4 dataset, created by Google, provides a cleaned version of Common Crawl's web data and serves as training data for many large language models. This project enhances the dataset by adding harmfulness predictions for various categories, making it suitable for safety-focused applications.
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- We would be releasing the HarmFormer's prediction on the entire C4 shortly. For more details regarding the HarmFormer, please visit [our paper](https://arxiv.org/pdf/2505.02009).
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  ## Model and Inference
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  The original C4 dataset, created by Google, provides a cleaned version of Common Crawl's web data and serves as training data for many large language models. This project enhances the dataset by adding harmfulness predictions for various categories, making it suitable for safety-focused applications.
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+ We would be releasing the HarmFormer's prediction on the entire C4 shortly. For more details regarding the HarmFormer, please visit [our paper - Towards Safer Pretraining: Analyzing and Filtering Harmful Content in Webscale datasets for Responsible LLMs](https://arxiv.org/pdf/2505.02009).
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  ## Model and Inference
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