SYSTEMS AND METHODS FOR GENERATING CONTEXTUAL TABLE EMBEDDINGS FOR TABULAR DATA

Systems and methods for generating contextual table embeddings for tabular data are disclosed. In one embodiment, a method may include: receiving, by a table embedding computer program, an input table comprising a plurality of cells; separating, by the table embedding computer program, the cells in...

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Hauptverfasser: GOURGOULIAS, Kostis, TAO, Lili, MORAN, Sean, MOON, Sae Young
Format: Patent
Sprache:eng
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Zusammenfassung:Systems and methods for generating contextual table embeddings for tabular data are disclosed. In one embodiment, a method may include: receiving, by a table embedding computer program, an input table comprising a plurality of cells; separating, by the table embedding computer program, the cells in the input table by data type, wherein the data type comprises a text data type or a numeric data type; embedding, by the table embedding computer program, the data type in each cell of the input table; enhancing, by the table embedding computer program, the cells of the input table based on a position and/or the data type; generating, by the table embedding computer program, contextual embeddings for the input table using an encoder of a table transformer; and generating, by the table embedding computer program, a table summary for the contextual embeddings using a decoder for the table transformer.