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1
Entity-Enriched Neural Models for Clinical Question Answering
In: arXiv (2021)
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2
What Disease Does This Patient Have? A Large-Scale Open Domain Question Answering Dataset from Medical Exams
In: Multidisciplinary Digital Publishing Institute (2021)
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3
What Disease Does This Patient Have? A Large-Scale Open Domain Question Answering Dataset from Medical Exams
In: Multidisciplinary Digital Publishing Institute (2021)
Abstract: Open domain question answering (OpenQA) tasks have been recently attracting more and more attention from the natural language processing (NLP) community. In this work, we present the first free-form multiple-choice OpenQA dataset for solving medical problems, MedQA , collected from the professional medical board exams. It covers three languages: English, simplified Chinese, and traditional Chinese, and contains 12,723, 34,251, and 14,123 questions for the three languages, respectively. We implement both rule-based and popular neural methods by sequentially combining a document retriever and a machine comprehension model. Through experiments, we find that even the current best method can only achieve 36.7%, 42.0%, and 70.1% of test accuracy on the English, traditional Chinese, and simplified Chinese questions, respectively. We expect MedQA to present great challenges to existing OpenQA systems and hope that it can serve as a platform to promote much stronger OpenQA models from the NLP community in the future.
URL: https://hdl.handle.net/1721.1/136684.2
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4
Unsupervised Clinical Language Translation
In: arXiv (2021)
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5
Clinical Text Summarization with Syntax-Based Negation and Semantic Concept Identification ...
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6
Unsupervised Clinical Language Translation ...
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7
Towards Unsupervised Speech-to-Text Translation ...
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