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  ## What have we built?
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  A 1.3 bn SQL model that outperforms most SQL expert models and chatgpt on popular benchmarks.
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  This is a distilled model built on the deepseek base model.
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  ## How we built it?
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  We used softmax cross entropy and a modified form of policy grad along with Q loss, optimized in an EM set up.
 
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  ## What have we built?
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  A 1.3 bn SQL model that outperforms most SQL expert models and chatgpt on popular benchmarks.
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  This is a distilled model built on the deepseek base model.
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+ Please refer to https://huggingface.co/PipableAI/pip-library-etl-1.3b for our state of the art model.
 
 
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  ## How we built it?
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  We used softmax cross entropy and a modified form of policy grad along with Q loss, optimized in an EM set up.