REAP: Enhancing RAG with Recursive Evaluation and Adaptive Planning for Multi-Hop Question Answering

arXiv:2511.09966 · cs.CL · Submitted 2025-11-13 · Read on arXiv

cs.CL

Submitted: 2025-11-13

Updated: 2026-10-17

Comments: published in AAAI 2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

RAG — 3× in this paper · explained in 3 episodes
Adaptive Planning — 2× in this paper · explained in 1 episode
Multi-hop Reasoning — 2× in this paper · explained in 3 episodes
Recursive Evaluation and Adaptive Planning — 2× in this paper
Accuracy — 1× in this paper · explained in 1 episode
Core — 1× in this paper · explained in 2 episodes
Fact Extractor — 1× in this paper
Fine-Tuning — 1× in this paper · explained in 5 episodes
Hallucination — 1× in this paper · explained in 4 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 8 episodes
Planner — 1× in this paper · explained in 3 episodes
Retrieval-Augmented Generation (RAG) — 1× in this paper · explained in 19 episodes
Sub-task Planner — 1× in this paper