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Tables store rich numerical data, but numerical reasoning over tables isstill a challenge. In this paper, we find that the spreadsheet formula, whichperforms calculations on numerical values in tables, is naturally a strongsupervision of numerical reasoning. More importantly, large amounts ofspreadsheets with expert-made formulae are available on the web and can beobtained easily. FORTAP is the first method for numerical-reasoning-aware tablepretraining by leveraging large corpus of spreadsheet formulae. We design twoformula pretraining tasks to explicitly guide FORTAP to learn numericalreference and calculation in semi-structured tables. FORTAP achievesstate-of-the-art results on two representative downstream tasks, cell typeclassification and formula prediction, showing great potential ofnumerical-reasoning-aware pretraining.

FORTAP: Using Formulas for Numerical-Reasoning-Aware Table Pretraining