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The Science of LLM Benchmarks - Methods, Metrics, and Meanings
Abstract
In this talk, Jonathan discussed LLM benchmarks and their performance evaluation metrics. He addressed intriguing questions such as whether Gemini truly outperformed Open AI GPT-4V.
He covered how to review benchmarks effectively and understand popular benchmarks like ARC, HellSwag, MMLU, and more. A step-by-step process to assess these benchmarks critically, helping you understand the strengths and limitations of different models.
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