Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing

Research article (Proceedings of the AAAI Conference on Artificial Intelligence, 2023) · cited 76× · AI/ML
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Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing

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Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing. Retrieved May 24, 2026, from https://4ort.xyz/entity/graphix-t5-mixing-pre-trained-transformers-with-graph-aware-layers-for-text-to-sql-parsing
MLA “Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/graphix-t5-mixing-pre-trained-transformers-with-graph-aware-layers-for-text-to-sql-parsing.
BibTeX @misc{4ortxyz_graphix-t5-mixing-pre-trained-transformers-with-graph-aware-layers-for-text-to-sql-parsing_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing}}, year = {2026}, url = {https://4ort.xyz/entity/graphix-t5-mixing-pre-trained-transformers-with-graph-aware-layers-for-text-to-sql-parsing}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing — https://4ort.xyz/entity/graphix-t5-mixing-pre-trained-transformers-with-graph-aware-layers-for-text-to-sql-parsing (retrieved 2026-05-24)

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