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rentruewang/bocoel

BOCOEL: BAYESIAN OPTIMIZATION FOR LLM

bocoel — a Bayesian Optimization framework for quick LLM evaluation: 10× faster, just a few lines of code. It replaces costly benchmarks with precise search over model hyperparameter space.

// KEY FEATURES

  • Speeds up LLM evaluation 10× using Bayesian Optimization instead of exhaustive search.
  • Requires only a few lines of modular code to integrate into any pipeline.
  • Replaces expensive benchmarks with precise search over model hyperparameter space.
  • Maintains high metric accuracy, delivering reliable evaluation results.
#bayesian-optimization#benchmarking#evaluation#language-model#llm#machine-learning
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