Agent

PPA-Plan: Proactive Pitfall Avoidance for Reliable Planning in Long-Context LLM Reasoning

A proactive planning strategy for long-context reasoning that focuses on preventing logical pitfalls and false assumptions before plan generation - ___[ACL 2026](https://2026.aclweb.org)___

MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAG

Multi-scale adaptive context RAG for long-context large language models