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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 4 of 4 1 Wearing face masks and possibility for dry eye during the COVID-19 pandemic Fan, Qian; Liang, Minhong; Kong, Wenjun... In: Sci Rep (2022) BASE Show details 2 Multilingual multi-aspect explainability analyses on machine reading comprehension models Cui, Yiming; Zhang, Wei-Nan; Che, Wanxiang; Liu, Ting; Chen, Zhigang; Wang, Shijin In: iScience (2022) Abstract: Achieving human-level performance on some of the machine reading comprehension (MRC) datasets is no longer challenging with the help of powerful pre-trained language models (PLMs). However, the internal mechanism of these artifacts remains unclear, placing an obstacle to further understand these models. This paper focuses on conducting a series of analytical experiments to examine the relations between the multi-head self-attention and the final MRC system performance, revealing the potential explainability in PLM-based MRC models. To ensure the robustness of the analyses, we perform our experiments in a multilingual way on top of various PLMs. We discover that passage-to-question and passage understanding attentions are the most important ones in the question answering process, showing strong correlations to the final performance than other parts. Through comprehensive visualizations and case studies, we also observe several general findings on the attention maps, which can be helpful to understand how these models solve the questions. Keyword: Article URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9019247/ https://doi.org/10.1016/j.isci.2022.104176 BASE Hide details 3 The Association between Heart Rate Reactivity and Fluid Intelligence in Children Gao, Yu; Borlam, Deborah; Zhang, Wei. - 2015 BASE Show details 4 Limited English proficiency and psychological distress among Latinos and Asian Americans Zhang, Wei; Hong, Seunghye; Takeuchi, David T.. - 2012 BASE Show details

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