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@@ -10,8 +10,7 @@ Trained from [`griffith-bigdata/Qwen3-4B-SQL-Writer`](https://huggingface.co/gri
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  🧠 Memory Reward β€” aligns reasoning with verified traces
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  βš™οΈ Atomic Reward β€” measures operation-level SQL overlap
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- βœ… 68.4% EX on BIRD
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- ⚑ Runs efficient on a single 24 GB GPU
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  πŸ“„ See other models: https://huggingface.co/collections/griffith-bigdata/finer-sql
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  🧠 Memory Reward β€” aligns reasoning with verified traces
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  βš™οΈ Atomic Reward β€” measures operation-level SQL overlap
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+ βœ… 68.4% EX on BIRD when training only on BIRD train; infer on a 24 GB GPU
 
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  πŸ“„ See other models: https://huggingface.co/collections/griffith-bigdata/finer-sql
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