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Titlebook: Data Science; 7th International Co Jianchao Zeng,Pinle Qin,Zeguang Lu Conference proceedings 2021 Springer Nature Singapore Pte Ltd. 2021 a

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Springer Series in Supply Chain Managementaring attention mechanism was added to the model, sharing the attention parameters according to the similarity of the attention matrix. Contrast experiment on the SemEavl 2010 Task8 dataset demonstrates that the new MLM task and inter-layer sharing attention mechanism improve the performance of BERT on the entity relation extraction effectively.
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Analyzing Interpretability Semantically via CNN Visualizationant filters are shown, and the semantic accuracy of filters are verified with reference to the expert feature image sets. In addition, the results verify the semantic consistency of the same important filters under similar categories, which indicates the stability of semantic annotation of these filters.
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Probing Filters to Interpret CNN Semantic Configurations by Occlusiont recognize these semantics. The method is applied to the datasets of mechanical equipment, animals and clothing images. The proposed method performs well in the experiments assessing interpretability qualitatively and quantitatively.
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