Elo Uncovered: Robustness and Best Practices in Language Model Evaluation

Neural Information Processing Systems 

However, while popular, the system's suitability for assessing entities with constant skill levels, such as LLMs, remains relatively unexplored. We study two fundamental axioms that evaluation methods should adhere to: reliability and transitivity .

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