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@@ -180,11 +180,11 @@ We also evaluate and establish a new SoTA on [MDCR](https://github.com/zoranmedi
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  |Model|SciRepEval In-Train|SciRepEval Out-of-Train|SciRepEval Avg|MDCR(MAP, Recall@5)|
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  |--|--|--|--|--|
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  |[BM-25](https://api.semanticscholar.org/CorpusID:252199740)|n/a|n/a|n/a|(33.7, 28.5)|
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- |[SPECTER](https://huggingface.co/allenai/specter)|54.7|57.4|68.0|(30.6, 25.5)|
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- |[SciNCL](https://huggingface.co/malteos/scincl)|55.6|57.8|69.0|(32.6, 27.3)|
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- |[SciRepEval-Adapters](https://huggingface.co/models?search=scirepeval)|61.9|59.0|70.9|(35.3, 29.6)|
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  |[SPECTER2 Base](allenai/specter2_base)|56.3|73.6|69.1|(38.0, 32.4)|
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- |[SPECTER2-Adapters](https://huggingface.co/models?search=allenai/specter-2)|**62.3**|**59.2**|**71.2**|**(38.4, 33.0)**|
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  Please cite the following works if you end up using SPECTER2:
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  |Model|SciRepEval In-Train|SciRepEval Out-of-Train|SciRepEval Avg|MDCR(MAP, Recall@5)|
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  |--|--|--|--|--|
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  |[BM-25](https://api.semanticscholar.org/CorpusID:252199740)|n/a|n/a|n/a|(33.7, 28.5)|
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+ |[SPECTER](https://huggingface.co/allenai/specter)|54.7|72.0|67.5|(30.6, 25.5)|
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+ |[SciNCL](https://huggingface.co/malteos/scincl)|55.6|73.4|68.8|(32.6, 27.3)|
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+ |[SciRepEval-Adapters](https://huggingface.co/models?search=scirepeval)|61.9|73.8|70.7|(35.3, 29.6)|
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  |[SPECTER2 Base](allenai/specter2_base)|56.3|73.6|69.1|(38.0, 32.4)|
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+ |[SPECTER2-Adapters](https://huggingface.co/models?search=allenai/specter-2)|**62.3**|**74.1**|**71.1**|**(38.4, 33.0)**|
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  Please cite the following works if you end up using SPECTER2:
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