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• W2946379006 abstract "We propose a new CogQA framework for multi-hop question answering in web-scale documents. Inspired by the dual process theory in cognitive science, the framework gradually builds a textit{cognitive graph} in an iterative process by coordinating an implicit extraction module (System 1) and an explicit reasoning module (System 2). While giving accurate answers, our framework further provides explainable reasoning paths. Specifically, our implementation based on BERT and graph neural network efficiently handles millions of documents for multi-hop reasoning questions in the HotpotQA fullwiki dataset, achieving a winning joint $F_1$ score of 34.9 on the leaderboard, compared to 23.6 of the best competitor." @default.
• W2946379006 created "2019-05-29" @default.
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• W2946379006 date "2019-05-14" @default.
• W2946379006 modified "2023-10-17" @default.
• W2946379006 title "Cognitive Graph for Multi-Hop Reading Comprehension at Scale" @default.
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• W2946379006 doi "https://doi.org/10.48550/arxiv.1905.05460" @default.
• W2946379006 hasPublicationYear "2019" @default.
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