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Proceedings of the AAAI Conference on Artificial Intelligence • Vol 37 • No 11
MIGA: A Unified Multi-Task Generation Framework for Conversational Text-to-SQL
June 2023 • Yingwen Fu, Wenjie Ou, Yu Zhou, Yue Lin
Conversational text-to-SQL is designed to translate multi-turn natural language questions into their corresponding SQL queries. Most advanced conversational text-to-SQL methods are incompatible with generative pre-trained language models (PLMs), such as T5. In this paper, we present a two-stage unified MultI-task Generation frAmework (MIGA) that leverages PLMs’ ability to tackle conversational text-to-SQL. In the pre-training stage, MIGA first decomposes the main task into several related sub-tasks and then unifie…
Computer Science
Sql
Artificial Intelligence
Programming Language
Management
Economics