@proceedings{mrqa-2021-machine,
    title = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.0/"
}
@inproceedings{de-bruyn-etal-2021-mfaq,
    title = "{MFAQ}: a Multilingual {FAQ} Dataset",
    author = "De Bruyn, Maxime  and
      Lotfi, Ehsan  and
      Buhmann, Jeska  and
      Daelemans, Walter",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.1/",
    doi = "10.18653/v1/2021.mrqa-1.1",
    pages = "1--13"
}
@inproceedings{fajcik-etal-2021-rethinking,
    title = "Rethinking the Objectives of Extractive Question Answering",
    author = "Fajcik, Martin  and
      Jon, Josef  and
      Smrz, Pavel",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.2/",
    doi = "10.18653/v1/2021.mrqa-1.2",
    pages = "14--27"
}
@inproceedings{kell-etal-2021-take,
    title = "What Would it Take to get Biomedical {QA} Systems into Practice?",
    author = "Kell, Gregory  and
      Marshall, Iain  and
      Wallace, Byron  and
      Jaun, Andre",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.3/",
    doi = "10.18653/v1/2021.mrqa-1.3",
    pages = "28--41"
}
@inproceedings{moller-etal-2021-germanquad,
    title = "{G}erman{Q}u{AD} and {G}erman{DPR}: Improving Non-{E}nglish Question Answering and Passage Retrieval",
    author = {M{\"o}ller, Timo  and
      Risch, Julian  and
      Pietsch, Malte},
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.4/",
    doi = "10.18653/v1/2021.mrqa-1.4",
    pages = "42--50"
}
@inproceedings{ghassemi-toudeshki-etal-2021-zero,
    title = "Zero-Shot Clinical Questionnaire Filling From Human-Machine Interactions",
    author = "Ghassemi Toudeshki, Farnaz  and
      Jolivet, Philippe  and
      Durand-Salmon, Alexandre  and
      Liednikova, Anna",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.5/",
    doi = "10.18653/v1/2021.mrqa-1.5",
    pages = "51--62"
}
@inproceedings{shinoda-etal-2021-question,
    title = "Can Question Generation Debias Question Answering Models? A Case Study on Question{--}Context Lexical Overlap",
    author = "Shinoda, Kazutoshi  and
      Sugawara, Saku  and
      Aizawa, Akiko",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.6/",
    doi = "10.18653/v1/2021.mrqa-1.6",
    pages = "63--72"
}
@inproceedings{summers-stay-etal-2021-generative,
    title = "What Can a Generative Language Model Answer About a Passage?",
    author = "Summers-Stay, Douglas  and
      Bonial, Claire  and
      Voss, Clare",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.7/",
    doi = "10.18653/v1/2021.mrqa-1.7",
    pages = "73--81"
}
@inproceedings{kostic-etal-2021-multi,
    title = "Multi-modal Retrieval of Tables and Texts Using Tri-encoder Models",
    author = {Kosti{\'c}, Bogdan  and
      Risch, Julian  and
      M{\"o}ller, Timo},
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.8/",
    doi = "10.18653/v1/2021.mrqa-1.8",
    pages = "82--91"
}
@inproceedings{mao-etal-2021-eliciting,
    title = "Eliciting Bias in Question Answering Models through Ambiguity",
    author = "Mao, Andrew  and
      Raman, Naveen  and
      Shu, Matthew  and
      Li, Eric  and
      Yang, Franklin  and
      Boyd-Graber, Jordan",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.9/",
    doi = "10.18653/v1/2021.mrqa-1.9",
    pages = "92--99"
}
@inproceedings{yang-etal-2021-bilingual,
    title = "Bilingual Alignment Pre-Training for Zero-Shot Cross-Lingual Transfer",
    author = "Yang, Ziqing  and
      Ma, Wentao  and
      Cui, Yiming  and
      Ye, Jiani  and
      Che, Wanxiang  and
      Wang, Shijin",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.10/",
    doi = "10.18653/v1/2021.mrqa-1.10",
    pages = "100--105"
}
@inproceedings{keren-levy-2021-parashoot,
    title = "{P}ara{S}hoot: A {H}ebrew Question Answering Dataset",
    author = "Keren, Omri  and
      Levy, Omer",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.11/",
    doi = "10.18653/v1/2021.mrqa-1.11",
    pages = "106--112"
}
@inproceedings{liu-lee-2021-unsupervised,
    title = "Unsupervised Multiple Choices Question Answering: Start Learning from Basic Knowledge",
    author = "Liu, Chi-Liang  and
      Lee, Hung-yi",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.12/",
    doi = "10.18653/v1/2021.mrqa-1.12",
    pages = "113--118"
}
@inproceedings{carlsson-etal-2021-gandalf,
    title = "{GANDALF}: a General Character Name Description Dataset for Long Fiction",
    author = "Carlsson, Fredrik  and
      Sahlgren, Magnus  and
      Olsson, Fredrik  and
      Cuba Gyllensten, Amaru",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.13/",
    doi = "10.18653/v1/2021.mrqa-1.13",
    pages = "119--132"
}
@inproceedings{faisal-anastasopoulos-2021-investigating,
    title = "Investigating Post-pretraining Representation Alignment for Cross-Lingual Question Answering",
    author = "Faisal, Fahim  and
      Anastasopoulos, Antonios",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.14/",
    doi = "10.18653/v1/2021.mrqa-1.14",
    pages = "133--148"
}
@inproceedings{risch-etal-2021-semantic,
    title = "Semantic Answer Similarity for Evaluating Question Answering Models",
    author = {Risch, Julian  and
      M{\"o}ller, Timo  and
      Gutsch, Julian  and
      Pietsch, Malte},
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.15/",
    doi = "10.18653/v1/2021.mrqa-1.15",
    pages = "149--157"
}
@inproceedings{balachandran-etal-2021-simple,
    title = "Simple and Efficient ways to Improve {REALM}",
    author = "Balachandran, Vidhisha  and
      Vaswani, Ashish  and
      Tsvetkov, Yulia  and
      Parmar, Niki",
    editor = "Fisch, Adam  and
      Talmor, Alon  and
      Chen, Danqi  and
      Choi, Eunsol  and
      Seo, Minjoon  and
      Lewis, Patrick  and
      Jia, Robin  and
      Min, Sewon",
    booktitle = "Proceedings of the 3rd Workshop on Machine Reading for Question Answering",
    month = nov,
    year = "2021",
    address = "Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/fix-old-resolve/2021.mrqa-1.16/",
    doi = "10.18653/v1/2021.mrqa-1.16",
    pages = "158--164"
}