SWE-Pruner Pro Reduces Token Usage by 39% via Internal Representations

SWE-Pruner Pro prunes tool outputs by using a small head to interpret an agent's internal representations as keep-or-prune labels. This method preserves task quality while saving up to 39% of prompt and completion tokens across multiple multi-turn benchmarks.