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DataKernelBench: Can LLMs Optimize Database Queries on GPUs?

This story is from 2026-08-27. It is preserved in the archive; the latest stories are on the live feed.

arXiv:2608.25061v2 Announce Type: new Abstract: GPUs increasingly accelerate database systems, but query-specific peak performance still often relies on hand-written kernels. Existing LLM kernel benchmarks focus on machine learning operators, leaving irregular, heterogeneous, data-movement-heavy da…

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  1. 2026-08-27 04:00 · arXiv cs.CL
    DataKernelBench: Can LLMs Optimize Database Queries on GPUs?

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