Weak-to-Strong GraphRAG: Aligning Weak Retrievers with Large Language Models for Graph-based Retrieval Augmented Generation
Fuente:
arXiv
Saved in:
| Main Authors: | Zou, Deyu, Chen, Yongqiang, Li, Mufei, Miao, Siqi, Liu, Chenxi, Han, Bo, Cheng, James, Li, Pan |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation
by: Li, Mufei, et al.
Published: (2024)
by: Li, Mufei, et al.
Published: (2024)
Retrieval-Augmented Generation with Graphs (GraphRAG)
by: Han, Haoyu, et al.
Published: (2024)
by: Han, Haoyu, et al.
Published: (2024)
LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration
by: Cao, Yukun, et al.
Published: (2024)
by: Cao, Yukun, et al.
Published: (2024)
GraphRAG-R1: Graph Retrieval-Augmented Generation with Process-Constrained Reinforcement Learning
by: Yu, Chuanyue, et al.
Published: (2025)
by: Yu, Chuanyue, et al.
Published: (2025)
Beyond Static Retrieval: Opportunities and Pitfalls of Iterative Retrieval in GraphRAG
by: Guo, Kai, et al.
Published: (2025)
by: Guo, Kai, et al.
Published: (2025)
GraphRAG-Bench: Challenging Domain-Specific Reasoning for Evaluating Graph Retrieval-Augmented Generation
by: Xiao, Yilin, et al.
Published: (2025)
by: Xiao, Yilin, et al.
Published: (2025)
Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning
by: Dong, Junnan, et al.
Published: (2025)
by: Dong, Junnan, et al.
Published: (2025)
Comparing RAG and GraphRAG for Page-Level Retrieval Question Answering on Math Textbook
by: Chen, Eason, et al.
Published: (2025)
by: Chen, Eason, et al.
Published: (2025)
Towards Practical GraphRAG: Efficient Knowledge Graph Construction and Hybrid Retrieval at Scale
by: Min, Congmin, et al.
Published: (2025)
by: Min, Congmin, et al.
Published: (2025)
Deep GraphRAG: A Balanced Approach to Hierarchical Retrieval and Adaptive Integration
by: Li, Yuejie, et al.
Published: (2026)
by: Li, Yuejie, et al.
Published: (2026)
T-GRAG: A Dynamic GraphRAG Framework for Resolving Temporal Conflicts and Redundancy in Knowledge Retrieval
by: Li, Dong, et al.
Published: (2025)
by: Li, Dong, et al.
Published: (2025)
Toward Robust GraphRAG: Mitigating Retrieval Drift and Hallucination from Imperfect Knowledge Graphs
by: Ma, Yizhuo, et al.
Published: (2026)
by: Ma, Yizhuo, et al.
Published: (2026)
Retrieving Minimal and Sufficient Reasoning Subgraphs with Graph Foundation Models for Path-aware GraphRAG
by: Yuan, Haonan, et al.
Published: (2026)
by: Yuan, Haonan, et al.
Published: (2026)
XGraphRAG: Interactive Visual Analysis for Graph-based Retrieval-Augmented Generation
by: Wang, Ke, et al.
Published: (2025)
by: Wang, Ke, et al.
Published: (2025)
Democratizing GraphRAG: Linear, CPU-Only Graph Retrieval for Multi-Hop QA
by: Wang, Qizhi
Published: (2025)
by: Wang, Qizhi
Published: (2025)
GraphRAG under Fire
by: Liang, Jiacheng, et al.
Published: (2025)
by: Liang, Jiacheng, et al.
Published: (2025)
PersonaAgent with GraphRAG: Community-Aware Knowledge Graphs for Personalized LLM
by: Liang, Siqi, et al.
Published: (2025)
by: Liang, Siqi, et al.
Published: (2025)
Graph-KV: Breaking Sequence via Injecting Structural Biases into Large Language Models
by: Wang, Haoyu, et al.
Published: (2025)
by: Wang, Haoyu, et al.
Published: (2025)
Beyond Chunk-Local Extraction: Cross-Chunk Graph Augmentation for GraphRAG
by: Zhang, Jiaming, et al.
Published: (2026)
by: Zhang, Jiaming, et al.
Published: (2026)
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study
by: Sepasdar, Zahra, et al.
Published: (2024)
by: Sepasdar, Zahra, et al.
Published: (2024)
MED-COPILOT: A Medical Assistant Powered by GraphRAG and Similar Patient Case Retrieval
by: Chen, Shuheng, et al.
Published: (2026)
by: Chen, Shuheng, et al.
Published: (2026)
PolyG: Adaptive Graph Traversal for Diverse GraphRAG Questions
by: Liu, Renjie, et al.
Published: (2025)
by: Liu, Renjie, et al.
Published: (2025)
On Information Self-Locking in Reinforcement Learning for Active Reasoning of LLM agents
by: Zou, Deyu, et al.
Published: (2026)
by: Zou, Deyu, et al.
Published: (2026)
GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration
by: Li, Ziwen, et al.
Published: (2025)
by: Li, Ziwen, et al.
Published: (2025)
E^2GraphRAG: Streamlining Graph-based RAG for High Efficiency and Effectiveness
by: Zhao, Yibo, et al.
Published: (2025)
by: Zhao, Yibo, et al.
Published: (2025)
GraphMaker: Can Diffusion Models Generate Large Attributed Graphs?
by: Li, Mufei, et al.
Published: (2023)
by: Li, Mufei, et al.
Published: (2023)
GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation
by: Luo, Linhao, et al.
Published: (2025)
by: Luo, Linhao, et al.
Published: (2025)
Do We Still Need GraphRAG? Benchmarking RAG and GraphRAG for Agentic Search Systems
by: Fan, Dongzhe, et al.
Published: (2026)
by: Fan, Dongzhe, et al.
Published: (2026)
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation
by: Wang, Nengbo, et al.
Published: (2025)
by: Wang, Nengbo, et al.
Published: (2025)
GraphRAG on Consumer Hardware: Benchmarking Local LLMs for Healthcare EHR Schema Retrieval
by: Fernandes, Peter, et al.
Published: (2026)
by: Fernandes, Peter, et al.
Published: (2026)
RAG vs. GraphRAG: A Systematic Evaluation and Key Insights
by: Han, Haoyu, et al.
Published: (2025)
by: Han, Haoyu, et al.
Published: (2025)
FairRAG: Fair Human Generation via Fair Retrieval Augmentation
by: Shrestha, Robik, et al.
Published: (2024)
by: Shrestha, Robik, et al.
Published: (2024)
Core-based Hierarchies for Efficient GraphRAG
by: Hossain, Jakir, et al.
Published: (2026)
by: Hossain, Jakir, et al.
Published: (2026)
PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths
by: Chen, Boyu, et al.
Published: (2025)
by: Chen, Boyu, et al.
Published: (2025)
GRAG: Graph Retrieval-Augmented Generation
by: Hu, Yuntong, et al.
Published: (2024)
by: Hu, Yuntong, et al.
Published: (2024)
Empowering GraphRAG with Knowledge Filtering and Integration
by: Guo, Kai, et al.
Published: (2025)
by: Guo, Kai, et al.
Published: (2025)
EHRAG: Bridging Semantic Gaps in Lightweight GraphRAG via Hybrid Hypergraph Construction and Retrieval
by: Song, Yifan, et al.
Published: (2026)
by: Song, Yifan, et al.
Published: (2026)
Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation
by: Wu, Junde, et al.
Published: (2024)
by: Wu, Junde, et al.
Published: (2024)
RouteRAG: Efficient Retrieval-Augmented Generation from Text and Graph via Reinforcement Learning
by: Guo, Yucan, et al.
Published: (2025)
by: Guo, Yucan, et al.
Published: (2025)
How to Build an Adaptive AI Tutor for Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG)
by: Dong, Chenxi, et al.
Published: (2023)
by: Dong, Chenxi, et al.
Published: (2023)
Similar Items
-
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation
by: Li, Mufei, et al.
Published: (2024) -
Retrieval-Augmented Generation with Graphs (GraphRAG)
by: Han, Haoyu, et al.
Published: (2024) -
LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration
by: Cao, Yukun, et al.
Published: (2024) -
GraphRAG-R1: Graph Retrieval-Augmented Generation with Process-Constrained Reinforcement Learning
by: Yu, Chuanyue, et al.
Published: (2025) -
Beyond Static Retrieval: Opportunities and Pitfalls of Iterative Retrieval in GraphRAG
by: Guo, Kai, et al.
Published: (2025)