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@@ -191,12 +191,12 @@ We also evaluate and establish a new SoTA on [MDCR](https://github.com/zoranmedi
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  Please cite the following works if you end up using SPECTER2:
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  [SciRepEval paper](https://api.semanticscholar.org/CorpusID:254018137)
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  ```bibtex
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- @article{Singh2022SciRepEvalAM,
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  title={SciRepEval: A Multi-Format Benchmark for Scientific Document Representations},
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  author={Amanpreet Singh and Mike D'Arcy and Arman Cohan and Doug Downey and Sergey Feldman},
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- journal={ArXiv},
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  year={2022},
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- volume={abs/2211.13308}
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  }
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  ```
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  Please cite the following works if you end up using SPECTER2:
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  [SciRepEval paper](https://api.semanticscholar.org/CorpusID:254018137)
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  ```bibtex
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+ @inproceedings{Singh2022SciRepEvalAM,
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  title={SciRepEval: A Multi-Format Benchmark for Scientific Document Representations},
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  author={Amanpreet Singh and Mike D'Arcy and Arman Cohan and Doug Downey and Sergey Feldman},
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+ booktitle={Conference on Empirical Methods in Natural Language Processing},
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  year={2022},
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+ url={https://api.semanticscholar.org/CorpusID:254018137}
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  }
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  ```
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