Revisiting RAG Ensemble: A Theoretical and Mechanistic Analysis of Multi-RAG System Collaboration
Fuente:
arXiv
Guardado en:
| Autores principales: | Chen, Yifei, Dong, Guanting, Zhu, Yutao, Dou, Zhicheng |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning
por: Chen, Yifei, et al.
Publicado: (2025)
por: Chen, Yifei, et al.
Publicado: (2025)
ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration
por: Chen, Yifei, et al.
Publicado: (2026)
por: Chen, Yifei, et al.
Publicado: (2026)
ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use
por: Deng, Mengjie, et al.
Publicado: (2025)
por: Deng, Mengjie, et al.
Publicado: (2025)
SmartSearch: Process Reward-Guided Query Refinement for Search Agents
por: Wen, Tongyu, et al.
Publicado: (2026)
por: Wen, Tongyu, et al.
Publicado: (2026)
Revisiting RAG Retrievers: An Information Theoretic Benchmark
por: Zheng, Wenqing, et al.
Publicado: (2026)
por: Zheng, Wenqing, et al.
Publicado: (2026)
EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis
por: Song, Xiaoshuai, et al.
Publicado: (2026)
por: Song, Xiaoshuai, et al.
Publicado: (2026)
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation
por: Dong, Guanting, et al.
Publicado: (2024)
por: Dong, Guanting, et al.
Publicado: (2024)
Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning
por: Dong, Guanting, et al.
Publicado: (2025)
por: Dong, Guanting, et al.
Publicado: (2025)
Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation
por: Zhang, Chenghao, et al.
Publicado: (2026)
por: Zhang, Chenghao, et al.
Publicado: (2026)
ProRAG: Process-Supervised Reinforcement Learning for Retrieval-Augmented Generation
por: Wang, Zhao, et al.
Publicado: (2026)
por: Wang, Zhao, et al.
Publicado: (2026)
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation
por: Dong, Guanting, et al.
Publicado: (2024)
por: Dong, Guanting, et al.
Publicado: (2024)
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information Assistant
por: Zhou, Yujia, et al.
Publicado: (2024)
por: Zhou, Yujia, et al.
Publicado: (2024)
Progressive Multimodal Reasoning via Active Retrieval
por: Dong, Guanting, et al.
Publicado: (2024)
por: Dong, Guanting, et al.
Publicado: (2024)
A Multi-Source Retrieval Question Answering Framework Based on RAG
por: Wu, Ridong, et al.
Publicado: (2024)
por: Wu, Ridong, et al.
Publicado: (2024)
HiRA: A Hierarchical Reasoning Framework for Decoupled Planning and Execution in Deep Search
por: Jin, Jiajie, et al.
Publicado: (2025)
por: Jin, Jiajie, et al.
Publicado: (2025)
Search-o1: Agentic Search-Enhanced Large Reasoning Models
por: Li, Xiaoxi, et al.
Publicado: (2025)
por: Li, Xiaoxi, et al.
Publicado: (2025)
Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation
por: Zhang, Chenghao, et al.
Publicado: (2025)
por: Zhang, Chenghao, et al.
Publicado: (2025)
WebThinker: Empowering Large Reasoning Models with Deep Research Capability
por: Li, Xiaoxi, et al.
Publicado: (2025)
por: Li, Xiaoxi, et al.
Publicado: (2025)
DMQR-RAG: Diverse Multi-Query Rewriting for RAG
por: Li, Zhicong, et al.
Publicado: (2024)
por: Li, Zhicong, et al.
Publicado: (2024)
ATIR: Towards Audio-Text Interleaved Contextual Retrieval
por: Zhao, Tong, et al.
Publicado: (2026)
por: Zhao, Tong, et al.
Publicado: (2026)
HawkBench: Investigating Resilience of RAG Methods on Stratified Information-Seeking Tasks
por: Qian, Hongjin, et al.
Publicado: (2025)
por: Qian, Hongjin, et al.
Publicado: (2025)
MemoRAG: Boosting Long Context Processing with Global Memory-Enhanced Retrieval Augmentation
por: Qian, Hongjin, et al.
Publicado: (2024)
por: Qian, Hongjin, et al.
Publicado: (2024)
NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes
por: Xu, Tianyang, et al.
Publicado: (2025)
por: Xu, Tianyang, et al.
Publicado: (2025)
HyperGraphRAG: Retrieval-Augmented Generation via Hypergraph-Structured Knowledge Representation
por: Luo, Haoran, et al.
Publicado: (2025)
por: Luo, Haoran, et al.
Publicado: (2025)
Do We Still Need GraphRAG? Benchmarking RAG and GraphRAG for Agentic Search Systems
por: Fan, Dongzhe, et al.
Publicado: (2026)
por: Fan, Dongzhe, et al.
Publicado: (2026)
DuetRAG: Collaborative Retrieval-Augmented Generation
por: Jiao, Dian, et al.
Publicado: (2024)
por: Jiao, Dian, et al.
Publicado: (2024)
RAG-Anything: All-in-One RAG Framework
por: Guo, Zirui, et al.
Publicado: (2025)
por: Guo, Zirui, et al.
Publicado: (2025)
PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization
por: Wu, Jiayi, et al.
Publicado: (2024)
por: Wu, Jiayi, et al.
Publicado: (2024)
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs
por: Li, Yangning, et al.
Publicado: (2025)
por: Li, Yangning, et al.
Publicado: (2025)
E^2GraphRAG: Streamlining Graph-based RAG for High Efficiency and Effectiveness
por: Zhao, Yibo, et al.
Publicado: (2025)
por: Zhao, Yibo, et al.
Publicado: (2025)
MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAG
por: Wu, Pingyu, et al.
Publicado: (2025)
por: Wu, Pingyu, et al.
Publicado: (2025)
Knowledge-Graph Based RAG System Evaluation Framework
por: Dong, Sicheng, et al.
Publicado: (2025)
por: Dong, Sicheng, et al.
Publicado: (2025)
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
por: Lee, Namkyeong, et al.
Publicado: (2025)
por: Lee, Namkyeong, et al.
Publicado: (2025)
Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning
por: Hu, Yuyang, et al.
Publicado: (2026)
por: Hu, Yuyang, et al.
Publicado: (2026)
BRIGHT+: Upgrading the BRIGHT Benchmark with MARCUS, a Multi-Agent RAG Clean-Up Suite
por: Chen, Liyang, et al.
Publicado: (2025)
por: Chen, Liyang, et al.
Publicado: (2025)
EcoSafeRAG: Efficient Security through Context Analysis in Retrieval-Augmented Generation
por: Yao, Ruobing, et al.
Publicado: (2025)
por: Yao, Ruobing, et al.
Publicado: (2025)
KeyKnowledgeRAG (K^2RAG): An Enhanced RAG method for improved LLM question-answering capabilities
por: Markondapatnaikuni, Hruday, et al.
Publicado: (2025)
por: Markondapatnaikuni, Hruday, et al.
Publicado: (2025)
RAGtifier: Evaluating RAG Generation Approaches of State-of-the-Art RAG Systems for the SIGIR LiveRAG Competition
por: Cofala, Tim, et al.
Publicado: (2025)
por: Cofala, Tim, et al.
Publicado: (2025)
Towards Hyper-Efficient RAG Systems in VecDBs: Distributed Parallel Multi-Resolution Vector Search
por: Liu, Dong, et al.
Publicado: (2025)
por: Liu, Dong, et al.
Publicado: (2025)
CARE-RAG - Clinical Assessment and Reasoning in RAG
por: Potluri, Deepthi, et al.
Publicado: (2025)
por: Potluri, Deepthi, et al.
Publicado: (2025)
Ejemplares similares
-
Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning
por: Chen, Yifei, et al.
Publicado: (2025) -
ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration
por: Chen, Yifei, et al.
Publicado: (2026) -
ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use
por: Deng, Mengjie, et al.
Publicado: (2025) -
SmartSearch: Process Reward-Guided Query Refinement for Search Agents
por: Wen, Tongyu, et al.
Publicado: (2026) -
Revisiting RAG Retrievers: An Information Theoretic Benchmark
por: Zheng, Wenqing, et al.
Publicado: (2026)