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Evaluating Language Models with HELM
This chapter explores the Holistic Evaluation of Language Models (HELM), a framework for systematically assessing various language models like GPT-4. The discussion covers the significance of open vs. closed weights, the implications of Meta's release of an open weights model, and the ethical concerns surrounding these developments. By promoting transparency and reproducibility, HELM seeks to provide users with the tools to evaluate language model performance in a standardized manner.