- 专利标题: Natural language explanation for classifier predictions
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申请号: US16884619申请日: 2020-05-27
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公开(公告)号: US11645525B2公开(公告)日: 2023-05-09
- 发明人: Poornima Chozhiyath Raman , Prithviraj Sen , Yunyao Li , Dakshi Agrawal
- 申请人: International Business Machines Corporation
- 申请人地址: US NY Armonk
- 专利权人: International Business Machines Corporation
- 当前专利权人: International Business Machines Corporation
- 当前专利权人地址: US NY Armonk
- 代理商 Stephanie L. Carusillo
- 主分类号: G06F17/00
- IPC分类号: G06F17/00 ; G06N3/08 ; G10L15/26 ; G06F40/40 ; G06F16/35
摘要:
In an approach, a processor trains a statistical classifier and a set of micro classifiers. A processor receives an input to be classified by the statistical classifier. A processor receives a label assigned to the input by the statistical classifier and respective labels assigned by each micro classifier of the set of micro classifiers. A processor determines that the label assigned by the statistical classifier is the same as at least one label assigned by at least one micro classifier of the set of micro classifiers. A processor generates a natural language explanation for assigning the label using the at least one micro classifier and the label. A processor outputs the label and the natural language explanation to a user of a computing device. A processor receives user feedback from the user in the form of an acceptance or a rejection of the natural language explanation.
公开/授权文献
- US20210374516A1 NATURAL LANGUAGE EXPLANATION FOR CLASSIFIER PREDICTIONS 公开/授权日:2021-12-02
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