Method and apparatus for training semantic representation model, device and computer storage medium

    公开(公告)号:US11914964B2

    公开(公告)日:2024-02-27

    申请号:US17209124

    申请日:2021-03-22

    CPC classification number: G06F40/30 G06N5/04 G06N20/00

    Abstract: The present application discloses a method and apparatus for training a semantic representation model, a device and a computer storage medium, which relates to the field of natural language processing technologies in artificial intelligence. An implementation includes: acquiring a semantic representation model which has been trained for a first language as a first semantic representation model; taking a bottom layer and a top layer of the first semantic representation model as trained layers, initializing the trained layers, keeping model parameters of other layers unchanged, and training the trained layers using training language materials of a second language until a training ending condition is met; successively bringing the untrained layers into the trained layers from bottom to top, and executing these layers respectively: keeping the model parameters of other layers than the trained layers unchanged, and training the trained layers using the training language materials of the second language until the training ending condition is met respectively; and obtaining a semantic representation model for the second language after all the layers are trained.

    FILE PROCESSING METHOD, ELECTRONIC DEVICE, AND STORAGE MEDIUM

    公开(公告)号:US20240054107A1

    公开(公告)日:2024-02-15

    申请号:US17641370

    申请日:2021-07-23

    Inventor: Yongchang MIAO

    CPC classification number: G06F16/182

    Abstract: A file processing method, an electronic device and a storage medium are provided, which relate to the field of cloud computing. The method includes: determining a container, corresponding to container scheduling group information, in a target node based on the container scheduling group information corresponding to a file operation request received by the target node; determining a file path of the container by using a node directory of the target node; and performing an operation on a file under the file path, according to the file operation request.

    METHOD AND APPARATUS FOR ACQUIRING POI STATE INFORMATION

    公开(公告)号:US20230409626A1

    公开(公告)日:2023-12-21

    申请号:US17754464

    申请日:2021-07-20

    CPC classification number: G06F16/387 G06F40/295

    Abstract: The present disclosure discloses a method and apparatus for acquiring point of interest (POI) state information, and relates to a big data technology in the technical field of artificial intelligence. A specific implementation scheme involves: acquiring a text including POI information within a preset period from the Internet; and recognizing the text by using a pre-trained POI state recognition model, to obtain a two-tuple in the text, the two-tuple including a POI name and POI state information corresponding to the POI name The POI state recognition model acquires a vector representation of each first semantic unit in the text, and acquires a vector representation of each second semantic unit in the text based on semantic dependency information of the text; fuses the vector representation of each first semantic unit and the vector representation of each second semantic unit to obtain a fusion vector representation of each first semantic unit; and predicts labels of the POI name and a POI state based on the fusion vector representation of each first semantic unit. The technical solutions of the present disclosure can save labor costs and improve timeliness and accuracy.

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