Innovative Practical Programs for Teaching Databases
OmniSQL provides two-way learning tools for database courses:
- Positive Teaching and Learning::
- Translate SQL syntax points into natural language problem sets (e.g., "Demonstrate the difference between a left join and an inner join").
- by modifying
sampling_paramsParameters show SQL variants with different qualities - Parsing SQL Generation Logic Using COT (Chain of Thought) Fields of a Dataset
- Reverse training::
- Have students try to describe the semantics of a given SQL in natural language
- Organization of "Problem-SQL" matching contests, with reference to SynSQL evaluation metrics
- utilization
train_and_evaluate/Scripts to automate approvals
- Program design::
- Primer: Demonstration of single table operation with 7B models
- Advanced stage: designing multi-table correlation experiments based on the 14B model
- Graduation design: building a specialized domain SQL question bank using a data generation framework
Teaching tip: Encourage students to compare the SQL they wrote with the model generation results and analyze the optimization path.
This answer comes from the articleOmniSQL: A Model for Transforming Natural Language into High-Quality SQL QueriesThe
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