PaperAgent

Oct 11, 2026 · Artificial Intelligence

Two ACL 2026 Papers Solve Overthinking and Skill Forgetting in LLMs

This article summarizes two high-impact ACL 2026 papers: DRP reduces reasoning token usage by 64% while improving accuracy via skill-aware step pruning, and SAGE doubles skill reuse success rates in agents through sequential rollout and skill-integrated rewards.