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@@ -14,7 +14,7 @@ Xilun Chen, Kushal Lakhotia, Barlas Oğuz, Anchit Gupta, Patrick Lewis, Stan Pes
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  The associated github repo is available here: https://github.com/facebookresearch/dpr-scale/tree/main/spar
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- This model is a BERT-base sized dense retriever trained on the MS MARCO corpus to imitate the behavior of [UniCOIL](https://arxiv.org/abs/2106.14807), a sparse retriever.
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  The following models are also available:
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  Pretrained Model | Corpus | Teacher | Architecture | Query Encoder Path | Context Encoder Path
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  |---|---|---|---|---|---
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  The associated github repo is available here: https://github.com/facebookresearch/dpr-scale/tree/main/spar
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+ This model is a BERT-base sized dense retriever trained on the MS MARCO corpus to imitate the behavior of [UniCOIL](https://github.com/castorini/pyserini/blob/master/docs/experiments-unicoil.md), a sparse retriever.
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  The following models are also available:
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  Pretrained Model | Corpus | Teacher | Architecture | Query Encoder Path | Context Encoder Path
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  |---|---|---|---|---|---