Generative Data Augmentation for Commonsense Reasoning

Sentence: The bill was more sturdy than the book, because the _ was heavier.

book bill No correct answer

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Human G-DAUG^c

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Generative Data AUGmentation for Commonsense Reasoning (G-DAUG^c) is a method for generating additional training data for commonsense models, improving accuracy without requiring additional annotations. Learn more in our paper.

Here, you can view some training examples G-DAUG^c produced for a commonsense task called the Winograd Schema Challenge, where the goal is to choose the word that best fits in the blank. We trained the model on a large dataset of Winograd-style questions called Winogrande, and we've mixed in some of those original examples here for comparison. Help us improve the model by guessing which is which!

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The Winogrande dataset is the property of its creators and is used here under the CC BY 2.0 license.