MemoReader: Large-Scale Reading Comprehension through Neural Memory Controller

EMNLP 2018 Seohyun BackSeunghak YuSathish Reddy IndurthiJihie KimJaegul Choo

Machine reading comprehension helps machines learn to utilize most of the human knowledge written in the form of text. Existing approaches made a significant progress comparable to human-level performance, but they are still limited in understanding, up to a few paragraphs, failing to properly comprehend lengthy document... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Question Answering TriviaQA MemoReader EM 67.21 # 1
Question Answering TriviaQA MemoReader F1 73.26 # 1