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  ## Overview
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  Arctic-Text2SQL-R1-7B is a 7-billion-parameter Text-to-SQL model fine-tuned using Group Relative Policy Optimization (GRPO) with a simple execution-based reward signal. It converts natural language questions into executable SQL queries.
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  ## Key Features
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  - **Lightweight RL formulation**: Uses only execution correctness and syntax validity as rewards.
 
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  ## Overview
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  Arctic-Text2SQL-R1-7B is a 7-billion-parameter Text-to-SQL model fine-tuned using Group Relative Policy Optimization (GRPO) with a simple execution-based reward signal. It converts natural language questions into executable SQL queries.
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+ Read more in our paper: [Arctic-Text2SQL-R1: Simple Rewards, Strong Reasoning in Text-to-SQL](https://arxiv.org/abs/2505.20315).
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  ## Key Features
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  - **Lightweight RL formulation**: Uses only execution correctness and syntax validity as rewards.