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Surajit Chaudhuri, Bolin Ding, Srikanth Kandula · 2017 · arXiv 5918.305609

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Both Ends Count! Just How Good are LLM Agents at "Text-to-Big SQL"?

cs.DB · 2026-02-25 · unverdicted · novelty 7.0

New Text-to-Big SQL metrics show that LLM agents must balance accuracy with cost and speed at scale, where GPT-4o trades some accuracy for up to 12x speedup and GPT-5.2 proves more cost-effective than Gemini 3 Pro on large inputs.

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  • Both Ends Count! Just How Good are LLM Agents at "Text-to-Big SQL"? cs.DB · 2026-02-25 · unverdicted · none · ref 10

    New Text-to-Big SQL metrics show that LLM agents must balance accuracy with cost and speed at scale, where GPT-4o trades some accuracy for up to 12x speedup and GPT-5.2 proves more cost-effective than Gemini 3 Pro on large inputs.