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. 2020 Mar 17;12035:774–789. doi: 10.1007/978-3-030-45439-5_51

Table 4.

Performance of the models when answering questions having few relevant documents vs. when answering questions with many relevant documents

Top 1 Top 5 Top 10 Top 15
EM F1 EM F1 EM F1 EM F1
Questions with few relevant documents QA-Not-Rerank 31.00 40.48 35.00 43.93 46.00 55.79 48.00 55.12
QANA 31.00 40.52 45.00 54.18 48.00 57.28 52.00 59.22
Questions with many relevant documents QA-Not-Rerank 20.00 24.41 25.00 31.75 35.00 42.86 36.00 42.84
QANA 22.00 28.02 29.00 33.33 36.00 41.11 39.00 46.21