标题： 健康保险覆盖规则解释语料库：理解健康保险覆盖的法律、政策和医学指导 显示英文标题

标题： Health Insurance Coverage Rule Interpretation Corpus: Law, Policy, and Medical Guidance for Health Insurance Coverage Understanding

摘要： 美国的健康保险体系复杂，对它的理解不足以及司法救济途径有限会对最脆弱的人群产生严重后果。自然语言处理的进步提供了一个机会，以支持高效、具体的案例理解，并改善司法救济和医疗保健的可及性。然而现有的语料库缺乏评估简单案例所需的上下文。我们收集并发布了一个与美国健康保险相关的权威法律和医学文本语料库。我们还引入了一个针对健康保险上诉的结果预测任务，旨在支持监管和患者自助应用，并发布了我们任务的标注基准以及在此任务上训练的模型。 显示英文摘要

摘要： U.S. health insurance is complex, and inadequate understanding and limited access to justice have dire implications for the most vulnerable. Advances in natural language processing present an opportunity to support efficient, case-specific understanding, and to improve access to justice and healthcare. Yet existing corpora lack context necessary for assessing even simple cases. We collect and release a corpus of reputable legal and medical text related to U.S. health insurance. We also introduce an outcome prediction task for health insurance appeals designed to support regulatory and patient self-help applications, and release a labeled benchmark for our task, and models trained on it.