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README.md

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 # PIXEL-base-german
 
-`pixel-base-german` is a [https://arxiv.org/abs/2207.06991](PIXEL) model trained on the [stefan-it/german-dbmdz-bert-corpus](German DBMDZ BERT Corpus).
+`pixel-base-german` is a [PIXEL model](https://arxiv.org/abs/2207.06991) trained on the [German DBMDZ BERT Corpus](https://huggingface.co/datasets/stefan-it/german-dbmdz-bert-corpus).
 
-We trained the model using the architecture and [https://github.com/xplip/pixel](codebase) proposed in the 2023 Rust et al. paper [https://arxiv.org/abs/2207.06991](Language Modelling with Pixels).
+We trained the model using the architecture and [codebase](https://github.com/xplip/pixel) proposed in the 2023 Rust et al. paper [Language Modelling with Pixels](https://arxiv.org/abs/2207.06991).
 
-This model has been used in the paper Evaluating Pixel Language Models on Non-Standardized Languages, accepted at COLING 2025.
+This model has been used in the paper *Evaluating Pixel Language Models on Non-Standardized Languages*, accepted at COLING 2025.
 
 ## Model description
 *Description from [https://huggingface.co/Team-PIXEL/pixel-base](https://huggingface.co/Team-PIXEL/pixel-base)*