Author

Joseph Bingham

Technion - Israel Institute of Technology

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Preprint Aug 2026

LegoLM: Structured Weight Sharing for Large Language Models

It is discovered that outlier dominance grows with model scale: full replacement at K=128 degrades GPT-2 small but catastrophically degrades Mistral-7B by +1,134,279%, while selective replacement at p=99% rescues both models to under +15%.

Joseph Bingham · 0 citations