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@@ -91,11 +91,9 @@ factoid = load_dataset("jmhb/BioASQ", split="factoid")
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  dataset = load_dataset("jmhb/BioASQ", split=["factoid", "yesno"])
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  ```
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- ## Citations
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- ### BioASQ (Required)
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-
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- If you use this dataset, you **must** cite the original BioASQ papers:
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  ```bibtex
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  @article{krithara2023bioasq,
@@ -119,13 +117,7 @@ If you use this dataset, you **must** cite the original BioASQ papers:
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  year={2015},
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  publisher={Springer}
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  }
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- ```
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-
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- ### PaperSearchQA (Optional)
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- If you use this dataset as part of PaperSearchQA evaluation, please also cite:
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-
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- ```bibtex
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  @misc{burgess2026papersearchqalearningsearchreason,
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  title={PaperSearchQA: Learning to Search and Reason over Scientific Papers with RLVR},
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  author={James Burgess and Jan N. Hansen and Duo Peng and Yuhui Zhang and Alejandro Lozano and Min Woo Sun and Emma Lundberg and Serena Yeung-Levy},
 
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  dataset = load_dataset("jmhb/BioASQ", split=["factoid", "yesno"])
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  ```
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+ ## Citation
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+ If you use this dataset, you **must** cite the original BioASQ papers (the first two below). If you found this processed version valuable, please also consider citing PaperSearchQA:
 
 
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  ```bibtex
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  @article{krithara2023bioasq,
 
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  year={2015},
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  publisher={Springer}
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  }
 
 
 
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  @misc{burgess2026papersearchqalearningsearchreason,
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  title={PaperSearchQA: Learning to Search and Reason over Scientific Papers with RLVR},
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  author={James Burgess and Jan N. Hansen and Duo Peng and Yuhui Zhang and Alejandro Lozano and Min Woo Sun and Emma Lundberg and Serena Yeung-Levy},