What alternative metrics exist for evaluating language models besides perplexity?

I'm really interested in exploring different ways to evaluate language models beyond just perplexity. Are there alternative metrics that can provide a more comprehensive understanding of their performance? I'd love to hear your thoughts and insights on this topic, as it seems crucial for advancing our evaluation methods! Thank you!

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