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Why text-to-SQL fails

Omni Blog · published 8 April 2026

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https://medium.com/google-cloud/the-six-failures-of-text-to-sql-and-how-to-fix-them-with-agents-ef5fd2b74b68

medium.com

https://yale-lily.github.io/spider

yale-lily.github.io

https://spider2-sql.github.io/

spider2-sql.github.io

https://github.com/bird-bench/BIRD-Interact

github.com

Semantic Layer vs. Text-to-SQL: 2026 Benchmark Update Read at the source ↗

docs.getdbt.com

Why AI needs a semantic model Read at the source ↗

https://arxiv.org/html/2501.09310v1

arxiv.org

https://www.salesforce.com/blog/text-to-sql-agent/

salesforce.com

https://arxiv.org/abs/2505.13271

arxiv.org

https://arxiv.org/abs/2603.10697

arxiv.org

Teach AI to understand your business with Omni Topics Read at the source ↗

https://livesqlbench.ai/

livesqlbench.ai

https://arxiv.org/abs/2503.05445

arxiv.org

https://omni.co/demo

omni.co