Pruning via Causal Attribution Preserves Reasoning Performance in Large Language Models

Amogh Sheth, Biruk Assefa, Yi Wen Huang +2

Large language models (LLMs) excel at multi-step reasoning but incur substantial inference cost. We introduce Causal Attribution Pruning (CAP), a training-free method that identifi…