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README.md

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 A 1.3 bn SQL model that outperforms most SQL expert models and chatgpt on popular benchmarks.
 This is a distilled model built on the deepseek base model.
 
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 ## How we built it?
 
 We used softmax cross entropy and a modified form of policy grad along with Q loss, optimized in an EM set up.
+Loss behaviour in the set up mentioned above - 
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+![image/png](https://cdn-uploads.huggingface.co/production/uploads/658d8095a2a6a6e0da8bb8a6/I80Ru1r4thoYrLagIWALa.png)
 
 ## Benchmarking :
 For benchmarking purposes we are using Semantic Evaluation for Text-to-SQL with