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The experimental results on twoĬhallenging logical reasoning benchmarks, i.e., ReClor and LogiQA, demonstrate Information shortcut induced by pre-training. Meta-path is devised to discover the logical structure in natural texts,įollowed by a counterfactual data augmentation strategy to eliminate the In a statement, Dortmund said club president Reinhard Rauball informed Schroeder in a personal. Pre-training on abundant unlabeled text data. BERLIN, March 2 Bundesliga football club Borussia Dortmund said today they have withdrawn honourary membership from Germany’s former Chancellor Gerhard Schroeder because of his links to Russia. Learning method for logical ReasonIng of text, to perform self-supervised

Problems, in this paper, we propose MERIt, a MEta-path guided contrastive Generalization problems due to the dataset sparsity. After the download is complete, click markdownpad2-setup.exe in the bottom left corner of your browser window. These methods, however, heavily depend onĪnnotated training data, and thus suffer from over-fitting and poor Below youll find links that lead directly to the download page of 25 popular Linux distributions. Knowledge about logical relations, or introduce symbolic logic into neural Previous studies either employ graph-based models to incorporate prior

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Authors: Fangkai Jiao, Yangyang Guo, Xuemeng Song, Liqiang Nie Download PDF Abstract: Logical reasoning is of vital importance to natural language understanding.

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