Cover Image

KG-o1: Enhancing Multi-hop Question Answering in Large Language Models via Knowledge Graph Integration

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Nan, Fan, Yongqi, zhu, yansha, Wang, ZongYu, Cao, Xuezhi, He, Xinyan, Jiang, Haiyun, Ruan, Tong, Liu, Jingping
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

TRACE: An Experiential Framework for Coherent Multi-hop Knowledge Graph Question Answering
by: Wang, Yingxu, et al.
Published: (2026)

Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering
by: Xu, Yao, et al.
Published: (2024)

I2CR: Intra- and Inter-modal Collaborative Reflections for Multimodal Entity Linking
by: Liu, Ziyan, et al.
Published: (2025)

Multi-hop Question Answering over Knowledge Graphs using Large Language Models
by: Chakraborty, Abir
Published: (2024)

Multi-hop Question Answering under Temporal Knowledge Editing
by: Cheng, Keyuan, et al.
Published: (2024)

DaPT: A Dual-Path Framework for Multilingual Multi-hop Question Answering
by: Wang, Yilin, et al.
Published: (2026)

Reinforcement Learning Enhanced Multi-hop Reasoning for Temporal Knowledge Question Answering
by: Wen, Wuzhenghong, et al.
Published: (2026)

CIRAG: Construction-Integration Retrieval and Adaptive Generation for Multi-hop Question Answering
by: Wei, Zili, et al.
Published: (2026)

DAMR: Efficient and Adaptive Context-Aware Knowledge Graph Question Answering with LLM-Guided MCTS
by: Wang, Yingxu, et al.
Published: (2025)

Conversational Question Answering with Reformulations over Knowledge Graph
by: Liu, Lihui, et al.
Published: (2023)

KG-Guard: Graph-Based Hallucination Detection for Knowledge Base Question Answering
by: Sawczyn, Albert, et al.
Published: (2026)

HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs
by: Panda, Pranoy, et al.
Published: (2024)

Multi-hop Question Answering
by: Mavi, Vaibhav, et al.
Published: (2022)

Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering
by: Liu, Jiaxiang, et al.
Published: (2024)

Dual Reasoning: A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering
by: Liu, Guangyi, et al.
Published: (2024)

KG2QA: Knowledge Graph-enhanced Retrieval-augmented Generation for Communication Standards Question Answering
by: Luo, Zhongze, et al.
Published: (2025)

SentGraph: Hierarchical Sentence Graph for Multi-hop Retrieval-Augmented Question Answering
by: Liang, Junli, et al.
Published: (2026)

MinosEval: Distinguishing Factoid and Non-Factoid for Tailored Open-Ended QA Evaluation with LLMs
by: Fan, Yongqi, et al.
Published: (2025)

MQA-KEAL: Multi-hop Question Answering under Knowledge Editing for Arabic Language
by: Ali, Muhammad Asif, et al.
Published: (2024)

KG20C & KG20C-QA: Scholarly Knowledge Graph Benchmarks for Link Prediction and Question Answering
by: Tran, Hung-Nghiep, et al.
Published: (2025)

FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering
by: Sui, Yuan, et al.
Published: (2024)

Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering
by: Chu, Zheng, et al.
Published: (2025)

CLEAR-KGQA: Clarification-Enhanced Ambiguity Resolution for Knowledge Graph Question Answering
by: Wen, Liqiang, et al.
Published: (2025)

Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering
by: Wang, Yuqi, et al.
Published: (2024)

GlobalRAG: Enhancing Global Reasoning in Multi-hop Question Answering via Reinforcement Learning
by: Luo, Jinchang, et al.
Published: (2025)

Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering
by: Long, Xiao, et al.
Published: (2025)

CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering
by: Wu, Yike, et al.
Published: (2024)

Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network
by: Xiong, Guanming
Published: (2020)

Question Answering Over Spatio-Temporal Knowledge Graph
by: Dai, Xinbang, et al.
Published: (2024)

Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering
by: Tao, Qian, et al.
Published: (2025)

Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question Answering
by: Lu, Yifan, et al.
Published: (2024)

MultiCube-RAG for Multi-hop Question Answering
by: Shi, Jimeng, et al.
Published: (2026)

Avoiding Knowledge Edit Skipping in Multi-hop Question Answering with Guided Decomposition
by: Liu, Yi, et al.
Published: (2025)

PokeMQA: Programmable knowledge editing for Multi-hop Question Answering
by: Gu, Hengrui, et al.
Published: (2023)

MSDiagnosis: A Benchmark for Evaluating Large Language Models in Multi-Step Clinical Diagnosis
by: Hou, Ruihui, et al.
Published: (2024)

EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering
by: Long, Xiao, et al.
Published: (2025)

Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities
by: Ma, Chuangtao, et al.
Published: (2025)

GRASP: Graph Agentic Search over Propositions for Multi-hop Question Answering
by: Jenkins, Stockton, et al.
Published: (2026)

Omne-R1: Learning to Reason with Memory for Multi-hop Question Answering
by: Liu, Boyuan, et al.
Published: (2025)

Optimizing Question Semantic Space for Dynamic Retrieval-Augmented Multi-hop Question Answering
by: Ye, Linhao, et al.
Published: (2025)