DataKernelBench: Can LLMs Optimize Database Queries on GPUs?

arXiv:2608.25061v3 Announce Type: replace-cross 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