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Re-Examining FactBank: Predicting the Author’s Presentation of Factuality

2022-10-01COLING 2022Code Available0· sign in to hype

John Murzaku, Peter Zeng, Magdalena Markowska, Owen Rambow

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Abstract

We present a corrected version of a subset of the FactBank data set. Previously published results on FactBank are no longer valid. We perform experiments on FactBank using multiple training paradigms, data smoothing techniques, and polarity classifiers. We argue that f-measure is an important alternative evaluation metric for factuality. We provide new state-of-the-art results for four corpora including FactBank. We perform an error analysis on Factbank combined with two similar corpora.

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