Engineering Ising glass LLM block pruning saves 23 MMLU points at 50% LLM block pruning via Ising glass optimization preserves MMLU near 77 at 50% compression of Llama-3.3-70B-Instruct, beating baselines by 23 percentage points. Lars Cornelissen · Sep 21, 2026