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emrKBQA: A Clinical Knowledge-Base Question Answering Dataset

机译:EMRKBQA:一个临床知识库问题应答数据集

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We present emrKBQA, a dataset for answering physician questions from a structured patient record. It consists of questions, logical forms and answers. The questions and logical forms are generated based on real-world physician questions and are slot-filled and answered from patients in the MIMIC-Ⅲ KB (Johnson et al., 2016) through a semi-automated process. This community-shared release consists of over 940000 question, logical form and answer triplets with 389 types of questions and ~7.5 paraphrases per question type. We perform experiments to validate the quality of the dataset and set benchmarks for question to logical form learning that helps answer questions on this dataset.
机译:我们展示了EMRKBQA,一个数据集,用于从结构化的患者记录中应答医生问题。 它由问题,逻辑表格和答案组成。 问题和逻辑表格是基于现实世界医师的问题而生成的,并通过半自动过程从模拟-Ⅲ次KB(Johnson等,2016)中的患者填充和回答。 该社区共享版本由940000多个问题,逻辑表格和回答三元组成,具有389种问题,左右牵引〜7.5左右。 我们执行实验以验证数据集的质量,并为逻辑表单学习设置基准测试,从而有助于在此数据集上回答问题。

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