TEQUILA: Temporal Question Answering over Knowledge Bases

August 09, 2019 ยท Declared Dead ยท ๐Ÿ› International Conference on Information and Knowledge Management

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Authors Zhen Jia, Abdalghani Abujabal, Rishiraj Saha Roy, Jannik Stroetgen, Gerhard Weikum arXiv ID 1908.03650 Category cs.IR: Information Retrieval Cross-listed cs.CL Citations 123 Venue International Conference on Information and Knowledge Management Last Checked 1 month ago
Abstract
Question answering over knowledge bases (KB-QA) poses challenges in handling complex questions that need to be decomposed into sub-questions. An important case, addressed here, is that of temporal questions, where cues for temporal relations need to be discovered and handled. We present TEQUILA, an enabler method for temporal QA that can run on top of any KB-QA engine. TEQUILA has four stages. It detects if a question has temporal intent. It decomposes and rewrites the question into non-temporal sub-questions and temporal constraints. Answers to sub-questions are then retrieved from the underlying KB-QA engine. Finally, TEQUILA uses constraint reasoning on temporal intervals to compute final answers to the full question. Comparisons against state-of-the-art baselines show the viability of our method.
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