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+ language: de
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+ ---
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+ ### Welcome to ParlBERT-German!
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+ 🏷 **Model description**
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+ **ParlBERT-German** is a domain-specific language model. The model was created through a process of continuous pre-training, which involved using a generic German language model (GermanBERT) as the foundation and further enhancing it with domain-specific knowledge. We used [DeuParl](https://tudatalib.ulb.tu-darmstadt.de/handle/tudatalib/2889?show=full) as the domain-specific dataset for continuous pre-training, which provided **ParlBERT-German** with an better understanding of the language and context used in parliamentary debates. The result is a specialized language model that can be used in related scenarios.
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+ 🤖 **Model training**
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+ During the model training process, a masked language modeling approach was used with a token masking probability of 15\%. The training was performed for a single epoch, which means that the entire dataset was passed through the model once during the training process.
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+ ⚠️ **Limitations**
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+ Models are often highly domain dependent. Therefore, the model may perform less well on different domains and text types not included in the training set.
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+ 🐦 Twitter: [@chklamm](http://twitter.com/chklamm)