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@@ -202,10 +202,10 @@ Training and evaluation were tracked with MLflow on DagsHub. The GitHub reposito
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  ## Citation
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  ```bibtex
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- @misc{qwen-sql-finetuning-2025,
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  author = {Anirudh Reddy Ravula},
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  title = {Qwen2.5-3B Text-to-SQL Fine-Tuning for PostgreSQL},
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- year = {2025},
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  publisher = {HuggingFace},
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  howpublished = {\url{https://huggingface.co/aravula7/qwen-sql-finetuning}},
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  note = {Fine-tuned with QLoRA for e-commerce SQL generation}
 
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  ## Citation
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  ```bibtex
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+ @misc{qwen-sql-finetuning-2026,
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  author = {Anirudh Reddy Ravula},
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  title = {Qwen2.5-3B Text-to-SQL Fine-Tuning for PostgreSQL},
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+ year = {2026},
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  publisher = {HuggingFace},
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  howpublished = {\url{https://huggingface.co/aravula7/qwen-sql-finetuning}},
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  note = {Fine-tuned with QLoRA for e-commerce SQL generation}