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/Methods And Systems For Processing Tabular Data
Abstract

A method may obtain a plurality of tables of data, wherein the plurality of tables includes a plurality of cells arranged in rows and columns. A method may generate an output value for a cell of a first table with a transformer-based model, wherein the model includes a three-dimensional attention mechanism. A method may determine a first attention score across cells of the first table in the same row of the cell. A method may determine a second attention score across cells of the first table in the same column of the cell. A method may determine a third attention score across all rows of the first table. A method may determine a fourth attention score across embeddings from different tables of the plurality of tables. A method may calculate an embedding based on a combination of the attention scores. A method may determine the output value based on the embedding.

Full Text

What is claimed is:

A method may obtain a plurality of tables of data, wherein the plurality of tables includes a plurality of cells arranged in rows and columns. A method may generate an output value for a cell of a first table with a transformer-based model, wherein the model includes a three-dimensional attention mechanism. A method may determine a first attention score across cells of the first table in the same row of the cell. A method may determine a second attention score across cells of the first table in the same column of the cell. A method may determine a third attention score across all rows of the first table. A method may determine a fourth attention score across embeddings from different tables of the plurality of tables. A method may calculate an embedding based on a combination of the attention scores. A method may determine the output value based on the embedding.
Timeline
Filed
02/18/2026
Published
06/25/2026
Granted
Not Available
IPC Codes(1)
G06F 16/22:Indexing; Data structures therefor; Storage structures