AINeutralarXiv – CS AI · 10h ago6/10
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LLMSYS-HPOBench: Hyperparameter Optimization Benchmark Suite for Real-World LLM Systems
Researchers have released LLMSYS-HPOBench, the first comprehensive benchmark suite for hyperparameter optimization in real-world LLM systems, containing 364,450 configurations across 932 settings with multiple fidelity factors and cost metrics. The dataset addresses gaps in existing AutoML benchmarks by capturing the unprecedented complexity of optimizing both AI and non-AI components in production language model systems.