Snowflake / Arctic-Text2SQL-R1-7B

huggingface.co
Total runs: 6.0K
24-hour runs: 0
7-day runs: -847
30-day runs: -847
Model's Last Updated: May 29 2025

Introduction of Arctic-Text2SQL-R1-7B

Model Details of Arctic-Text2SQL-R1-7B

Overview

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.

Read more in our paper: Arctic-Text2SQL-R1: Simple Rewards, Strong Reasoning in Text-to-SQL .

Key Features
  • Lightweight RL formulation : Uses only execution correctness and syntax validity as rewards.
  • State-of-the-art performance : Achieves 68.9% execution accuracy on BIRD-dev and 68.5% on BIRD-test, with an average of 57.2% across six benchmarks (BIRD, Spider, Spider2.0, Spider-DK, EHRSQL, ScienceBenchmark)
  • Efficiency : Outperforms many 70B+ models with only 7B parameters.
Intended Use

This model is designed for:

  • Interactive natural language interfaces to relational databases.
  • Data analytics tools enabling non-technical users to query databases.
Not intended for:
  • Generation of non-SQL text or free-form natural language tasks.
  • Production systems without validation, especially in safety-critical domains.
Benchmark Dev/Test Accuracy
BIRD-dev 68.9%
BIRD-test 68.5%
Spider-test 88.8%
Spider2.0-DK 15.6%
EHRSQL 36.7%
ScienceBenchmark 51.8%
Average 57.2%
Ethical Considerations
  • Avoid using for private or sensitive data without proper oversight.
  • Validate generated SQL to prevent data leakage or unauthorized access.

Runs of Snowflake Arctic-Text2SQL-R1-7B on huggingface.co

6.0K
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24-hour runs
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3-day runs
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7-day runs
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30-day runs

More Information About Arctic-Text2SQL-R1-7B huggingface.co Model

More Arctic-Text2SQL-R1-7B license Visit here:

https://choosealicense.com/licenses/apache-2.0

Arctic-Text2SQL-R1-7B huggingface.co

Arctic-Text2SQL-R1-7B huggingface.co is an AI model on huggingface.co that provides Arctic-Text2SQL-R1-7B's model effect (), which can be used instantly with this Snowflake Arctic-Text2SQL-R1-7B model. huggingface.co supports a free trial of the Arctic-Text2SQL-R1-7B model, and also provides paid use of the Arctic-Text2SQL-R1-7B. Support call Arctic-Text2SQL-R1-7B model through api, including Node.js, Python, http.

Arctic-Text2SQL-R1-7B huggingface.co Url

https://huggingface.co/Snowflake/Arctic-Text2SQL-R1-7B

Snowflake Arctic-Text2SQL-R1-7B online free

Arctic-Text2SQL-R1-7B huggingface.co is an online trial and call api platform, which integrates Arctic-Text2SQL-R1-7B's modeling effects, including api services, and provides a free online trial of Arctic-Text2SQL-R1-7B, you can try Arctic-Text2SQL-R1-7B online for free by clicking the link below.

Snowflake Arctic-Text2SQL-R1-7B online free url in huggingface.co:

https://huggingface.co/Snowflake/Arctic-Text2SQL-R1-7B

Arctic-Text2SQL-R1-7B install

Arctic-Text2SQL-R1-7B is an open source model from GitHub that offers a free installation service, and any user can find Arctic-Text2SQL-R1-7B on GitHub to install. At the same time, huggingface.co provides the effect of Arctic-Text2SQL-R1-7B install, users can directly use Arctic-Text2SQL-R1-7B installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Arctic-Text2SQL-R1-7B install url in huggingface.co:

https://huggingface.co/Snowflake/Arctic-Text2SQL-R1-7B

Url of Arctic-Text2SQL-R1-7B

Arctic-Text2SQL-R1-7B huggingface.co Url

Provider of Arctic-Text2SQL-R1-7B huggingface.co

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Updated:May 21 2024