System and method for context-enriched attentive memory network with global and local encoding for dialogue breakdown detection

    公开(公告)号:US11580970B2

    公开(公告)日:2023-02-14

    申请号:US16826713

    申请日:2020-03-23

    Abstract: A method, an electronic device and computer readable medium for dialogue breakdown detection are provided. The method includes obtaining a verbal input from an audio sensor. The method also includes generating a reply to the verbal input. The method additionally includes identifying a local context from the verbal input and a global context from the verbal input, additional verbal inputs previously received by the audio sensor, and previous replies generated in response to the additional verbal inputs. The method further includes identifying a dialogue breakdown in response to determining that the reply does not correspond to the local context and the global context. In addition, the method includes generating sound corresponding to the reply through a speaker when the dialogue breakdown is not identified.

    SYSTEM AND METHOD FOR LIGHTWEIGHT SEMANTIC MASKING

    公开(公告)号:US20220222491A1

    公开(公告)日:2022-07-14

    申请号:US17396510

    申请日:2021-08-06

    Abstract: A method includes performing, using at least one processor of an electronic device, semantic probing on a pre-trained model using one or more textual utterances. Performing the semantic probing includes processing each of the one or more textual utterances to determine a performance score for one or more targeted hidden layers of the pre-trained model. Performing the semantic probing also includes selecting a subset of the targeted hidden layers based on a comparison of the performance score to a predetermined threshold. The method also includes reconstructing, using the at least one processor, the pre-trained model based on the semantic probing to generate a reconstructed model.

    SYSTEM AND METHOD FOR CONTEXT-ENRICHED ATTENTIVE MEMORY NETWORK WITH GLOBAL AND LOCAL ENCODING FOR DIALOGUE BREAKDOWN DETECTION

    公开(公告)号:US20200321002A1

    公开(公告)日:2020-10-08

    申请号:US16826713

    申请日:2020-03-23

    Abstract: A method, an electronic device and computer readable medium for dialogue breakdown detection are provided. The method includes obtaining a verbal input from an audio sensor. The method also includes generating a reply to the verbal input. The method additionally includes identifying a local context from the verbal input and a global context from the verbal input, additional verbal inputs previously received by the audio sensor, and previous replies generated in response to the additional verbal inputs. The method further includes identifying a dialogue breakdown in response to determining that the reply does not correspond to the local context and the global context. In addition, the method includes generating sound corresponding to the reply through a speaker when the dialogue breakdown is not identified.

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