FINER-SQL-3B-BIRD / README.md
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base_model:
  - griffith-bigdata/Qwen-2.5-Coder-3B-SQL-Writer

FINER-SQL-3B-BIRD

Trained from griffith-bigdata/Qwen-2.5-Coder-3B-SQL-Writer using GRPO with two dense rewards from the FINER-SQL paper:

๐Ÿง  Memory Reward โ€” aligns reasoning with verified traces
โš™๏ธ Atomic Reward โ€” measures operation-level SQL overlap

โœ… 67.5% EX on BIRD when training only on BIRD train dataset; infer on a single 12-24 GB GPU

๐Ÿ“„ See other models: https://huggingface.co/collections/griffith-bigdata/finer-sql

๐Ÿ“„ Github: https://github.com/thanhdath/finer-sql/tree/main

Citation

@inproceedings{finersql,
  author       = {Thanh Dat Hoang and Thanh Trung Huynh and Matthias Weidlich and Thanh Tam Nguyen and Tong Chen and Hongzhi Yin and Quoc Viet Hung Nguyen},
  title        = {Boosting Small Language Models for Text-to-SQL with Fine-Grained Execution Feedback and Cost-Efficient Rewards},
  booktitle    = {ICDE},
  publisher    = {IEEE},
  year         = {2026},
}