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Related Papers

LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractThis work aims to tackle the challenging heterogeneous graph encoding problem in the text-to-SQL task. Previous methods are typically node-centric and merely utilize different weight matrices to parameterize edge types, …...

8683

Optimizing Deeper Transformers on Small Datasets

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractIt is a common belief that training deep transformers from scratch requires large datasets. Consequently, for small datasets, people usually use shallow and simple additional layers on top of pre-trained …...

8715

Towards Robustness of Text-to-SQL Models against Synonym Substitution

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractRecently, there has been significant progress in studying neural networks to translate text descriptions into SQL queries. Despite achieving good performance on some public benchmarks, existing text-to-SQL models typically rely …...

8686