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What is GitHub - Salesforce wikisql?

GitHub - salesforce/WikiSQL: A large annotated semantic parsing corpus for developing natural language interfaces. Use Git or checkout with SVN using the web URL. Work fast with our official CLI. Learn more .

What is wikisql and how do I cite it?

WikiSQL is the dataset released along with our work Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning. If you use WikiSQL, please cite the following work:

How accurate is the wikisql semantic parsing model?

The model is evaluated on WikiSQL, a semantic parsing dataset consisting of 80,654 (NL, SQL) pairs over 24,241 tables from Wikipedia. We achieve 83.6% logical form accuracy and 89.6% execution accuracy on WikiSQL test set.

Can trained model reproduce reported number on wikisql leaderboard?

Trained model that can reproduce reported number on WikiSQL leaderboard is attached in the releases (see under "Releases" in the right column). Model prediction outputs are also attached.


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