README.md

---
license: mit
---

# Fine-Tuned Google T5 Model for Text to SQL Translation

A fine-tuned version of the Google T5 model, specifically trained for the task of translating natural language queries into SQL statements.

## Model Details

- **Architecture**: Google T5 (Text-to-Text Transfer Transformer)
- **Task**: Text to SQL Translation
- **Fine-Tuning Datasets**: 
  - [sql-create-context Dataset](https://huggingface.co/datasets/b-mc2/sql-create-context) 
  - [Synthetic-Text-To-SQL Dataset](https://huggingface.co/datasets/gretelai/synthetic-text-to-sql)

## Fine-Tuning Datasets

1. **sql-create-context Dataset**:
   - This dataset was created by modifying data from the following sources:
     - Zhong, Victor, et al. "Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning." (2017).
     - Yu, Tao, et al. "Spider: A large-scale human-labeled dataset for complex and cross-domain semantic parsing and text-to-SQL task." (2018).
   - Citation:
     ```bibtex
     @misc{b-mc2_2023_sql-create-context,
       title   = {sql-create-context Dataset},
       author  = {b-mc2}, 
       year    = {2023},
       url     = {https://huggingface.co/datasets/b-mc2/sql-create-context},
       note    = {This dataset was created by modifying data from the following sources: \cite{zhongSeq2SQL2017, yu2018spider}.},
     }
     ```

2. **Synthetic-Text-To-SQL Dataset**:
   - A synthetic dataset for training language models to generate SQL queries from natural language prompts.
   - Citation:
     ```bibtex
     @software{gretel-synthetic-text-to-sql-2024,
       author = {Meyer, Yev and Emadi, Marjan and Nathawani, Dhruv and Ramaswamy, Lipika and Boyd, Kendrick and Van Segbroeck, Maarten and Grossman, Matthew and Mlocek, Piotr and Newberry, Drew},
       title = {{Synthetic-Text-To-SQL}: A synthetic dataset for training language models to generate SQL queries from natural language prompts},
       month = {April},
       year = {2024},
       url = {https://huggingface.co/datasets/gretelai/synthetic-text-to-sql}
     }
     ```

## Ongoing Work

I am currently working to implement PICARD (Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models) to improve the results of this model. More details can be found in the original PICARD paper:

- Citation:
  ```bibtex
  @misc{scholak2021picardparsingincrementallyconstrained,
        title={PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models}, 
        author={Torsten Scholak and Nathan Schucher and Dzmitry Bahdanau},
        year={2021},
        eprint={2109.05093},
        archivePrefix={arXiv},
        primaryClass={cs.CL},
        url={https://arxiv.org/abs/2109.05093}, 
  }