AIBullisharXiv – CS AI · 14h ago7/10
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PassNet: Scaling Large Language Models for Graph Compiler Pass Generation
PassNet introduces the first large-scale ecosystem for using large language models to generate compiler passes—structured graph transformations that optimize tensor compiler performance. The framework includes 18K computational graphs and 200 curated benchmark tasks, revealing that while LLMs lag frontier models by 37% on average, they achieve up to 3x speedups on individual workloads, indicating consistency rather than capability is the limiting factor.