PerfReasoning: How Well Do LLMs Reason on Hardware Performance?
PerfReasoning is introduced, a benchmark that evaluates LLMs both as direct performance reasoners and as generators of analytical performance-model code, exposing the gap between plausible architectural reasoning and reliable performance-model construction.
Da Zhao, K. Sankaralingam, Christos Kozyrakis et al.
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