331 citations · 893 across the 10 of their papers we have counts for
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cs.AI2022★ 3 cited
LogicInference: A New Dataset for Teaching Logical Inference to seq2seq Models
Santiago Ontanon, Joshua Ainslie, Vaclav Cvicek +1
Machine learning models such as Transformers or LSTMs struggle with tasks that are compositional in nature such as those involving reasoning/inference. Although many datasets exist…
cs.AI2021
Making Transformers Solve Compositional Tasks
Santiago Ontañón, Joshua Ainslie, Vaclav Cvicek +1
Several studies have reported the inability of Transformer models to generalize compositionally, a key type of generalization in many NLP tasks such as semantic parsing. In this pa…