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  ## Dataset Summary
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- This database has been used to evaluate a newly trained [bi-encoder model](https://huggingface.co/PM-AI/bi-encoder_msmarco_bert-base_german) via [BEIR framework](https://github.com/beir-cellar/beir).
 
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  The benchmark framework requires a particular dataset structure by default which has been created locally and uploaded here.
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- Acknowledgement: The dataset was initially created as "[deepset/germanDPR](https://www.deepset.ai/germanquad)" by Timo Möller, Julian Risch, Malte Pietsch, Julian Gutsch, Tom Hersperger, Luise Köhler, Iuliia Mozhina, and Justus Peter, during work done at deepset.ai.
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  ### Dataset Creation
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  First, the original dataset [deepset/germanDPR](https://huggingface.co/datasets/deepset/germandpr) was converted into three files for BEIR compatibility:
 
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  ## Dataset Summary
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+ This dataset can be used for [BEIR](https://arxiv.org/abs/2104.08663) evaluation based on [deepset/germanDPR](https://huggingface.co/datasets/deepset/germandpr).
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+ It already has been used to evaluate a newly trained [bi-encoder model](https://huggingface.co/PM-AI/bi-encoder_msmarco_bert-base_german).
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  The benchmark framework requires a particular dataset structure by default which has been created locally and uploaded here.
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+ Acknowledgement: The dataset was initially created as "[germanDPR](https://www.deepset.ai/germanquad)" by Timo Möller, Julian Risch, Malte Pietsch, Julian Gutsch, Tom Hersperger, Luise Köhler, Iuliia Mozhina, and Justus Peter, during work done at deepset.ai.
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  ### Dataset Creation
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  First, the original dataset [deepset/germanDPR](https://huggingface.co/datasets/deepset/germandpr) was converted into three files for BEIR compatibility: