X-SQL: Reinforce Schema Representation With Context

Pengcheng He, Yi Mao, Kaushik Chakrabarti, Weizhu Chen . Arxiv 2019 – 53 citations

[Paper]    
Llm For Code Model Architecture Question Answering

In this work, we present X-SQL, a new network architecture for the problem of parsing natural language to SQL query. X-SQL proposes to enhance the structural schema representation with the contextual output from BERT-style pre-training model, and together with type information to learn a new schema representation for down-stream tasks. We evaluated X-SQL on the WikiSQL dataset and show its new state-of-the-art performance.

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