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An Exploration of Data Augmentation and Sampling Techniques for Domain Agnostic Question Answering

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Figure

Table 1: Number of examples (question-context pairs),segments (question-context chunks), and the percent-age of No Answer (NA) segments within each dataset.
Table 2: Model performance including or excludingNo-Answer (NA) segments in training. We examinehow these results vary with the max sequence length(MSL)
Table 4: Breakdown of hidden development set resultsby dataset using our best XLNet Large model.

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