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Workshop: Table Representation Learning

Graham Neubig - "Unsupervised Methods for Table and Schema Understanding"

Graham Neubig


Abstract:

In this talk I will discuss two methods that we have recently developed that allow for better understanding of tables. First, I will discuss OmniTab, a method for learning to represent tables using text- and table-based pre-training. Second, I will discuss a method for data augmentation that makes it possible to create pseudo-supervised training data for new database schemas.

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