REAP

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Higher-order pruning of experts in mixture-of-experts language models

New HOPE method uses second-order objectives to prune Mixture-of-Experts LLMs, outperforming REAP at 50% pruning on models up to 122B parameters.

arXiv cs.AI / cs.LG / cs.CLSep 16, 16:55 UTC · Sep 16, 2026AI research3 · 2 reads

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