Efficient Multi-Hop Question Answering over Knowledge Graphs via LLM Planning and Embedding-Guided Search
Fuente:
arXiv
Saved in:
| Main Authors: | Shrestha, Manil, Kim, Edward |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Conformal Prediction for Risk-Controlled Medical Entity Extraction Across Clinical Domains
by: Shrestha, Manil, et al.
Published: (2026)
by: Shrestha, Manil, et al.
Published: (2026)
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs
by: Thompson, Travis, et al.
Published: (2025)
by: Thompson, Travis, et al.
Published: (2025)
A Method for Multi-Hop Question Answering on Persian Knowledge Graph
by: Ghafouri, Arash, et al.
Published: (2025)
by: Ghafouri, Arash, et al.
Published: (2025)
EfficientRAG: Efficient Retriever for Multi-Hop Question Answering
by: Zhuang, Ziyuan, et al.
Published: (2024)
by: Zhuang, Ziyuan, et al.
Published: (2024)
Credible Plan-Driven RAG Method for Multi-Hop Question Answering
by: Zhang, Ningning, et al.
Published: (2025)
by: Zhang, Ningning, et al.
Published: (2025)
DAMR: Efficient and Adaptive Context-Aware Knowledge Graph Question Answering with LLM-Guided MCTS
by: Wang, Yingxu, et al.
Published: (2025)
by: Wang, Yingxu, et al.
Published: (2025)
Structured Extraction of Real World Medical Knowledge using LLMs for Summarization and Search
by: Kim, Edward, et al.
Published: (2024)
by: Kim, Edward, et al.
Published: (2024)
Conversational Question Answering with Reformulations over Knowledge Graph
by: Liu, Lihui, et al.
Published: (2023)
by: Liu, Lihui, et al.
Published: (2023)
Multi-Hop Reasoning for Question Answering with Hyperbolic Representations
by: Welz, Simon, et al.
Published: (2025)
by: Welz, Simon, et al.
Published: (2025)
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering
by: Murphy, Alexander, et al.
Published: (2025)
by: Murphy, Alexander, et al.
Published: (2025)
CompactRAG: Reducing LLM Calls and Token Overhead in Multi-Hop Question Answering
by: Yang, Hao, et al.
Published: (2026)
by: Yang, Hao, et al.
Published: (2026)
Reinforcement Learning for Conversational Question Answering over Knowledge Graph
by: Wu, Mi
Published: (2024)
by: Wu, Mi
Published: (2024)
Retrieval-enhanced Knowledge Editing in Language Models for Multi-Hop Question Answering
by: Shi, Yucheng, et al.
Published: (2024)
by: Shi, Yucheng, et al.
Published: (2024)
Leveraging LLM-GNN Integration for Open-World Question Answering over Knowledge Graphs
by: Abdallah, Hussein, et al.
Published: (2026)
by: Abdallah, Hussein, et al.
Published: (2026)
Multi-hop Question Answering over Knowledge Graphs using Large Language Models
by: Chakraborty, Abir
Published: (2024)
by: Chakraborty, Abir
Published: (2024)
Knowledge Graph-Guided Multi-Agent Distillation for Reliable Industrial Question Answering with Datasets
by: Pan, Jiqun, et al.
Published: (2025)
by: Pan, Jiqun, et al.
Published: (2025)
Autofocus Retrieval: An Effective Pipeline for Multi-Hop Question Answering With Semi-Structured Knowledge
by: Boer, Derian, et al.
Published: (2025)
by: Boer, Derian, et al.
Published: (2025)
S-Path-RAG: Semantic-Aware Shortest-Path Retrieval Augmented Generation for Multi-Hop Knowledge Graph Question Answering
by: Fu, Rong, et al.
Published: (2026)
by: Fu, Rong, et al.
Published: (2026)
Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering
by: Jiang, Longquan, et al.
Published: (2025)
by: Jiang, Longquan, 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)
by: Wang, Yuqi, et al.
Published: (2024)
PRISM: Agentic Retrieval with LLMs for Multi-Hop Question Answering
by: Nahid, Md Mahadi Hasan, et al.
Published: (2025)
by: Nahid, Md Mahadi Hasan, et al.
Published: (2025)
PPoGA: Predictive Plan-on-Graph with Action for Knowledge Graph Question Answering
by: Jeon, MinGyu, et al.
Published: (2025)
by: Jeon, MinGyu, et al.
Published: (2025)
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering
by: Xu, Yao, et al.
Published: (2024)
by: Xu, Yao, et al.
Published: (2024)
Avoiding Knowledge Edit Skipping in Multi-hop Question Answering with Guided Decomposition
by: Liu, Yi, et al.
Published: (2025)
by: Liu, Yi, et al.
Published: (2025)
SEAL: Self-Evolving Agentic Learning for Conversational Question Answering over Knowledge Graphs
by: Wang, Hao, et al.
Published: (2025)
by: Wang, Hao, et al.
Published: (2025)
Efficient Medical Question Answering with Knowledge-Augmented Question Generation
by: Khlaut, Julien, et al.
Published: (2024)
by: Khlaut, Julien, et al.
Published: (2024)
DPRM: A Dual Implicit Process Reward Model in Multi-Hop Question Answering
by: Wang, Xinyi, et al.
Published: (2025)
by: Wang, Xinyi, 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)
by: Long, Xiao, et al.
Published: (2025)
MedHopQA: A Disease-Centered Multi-Hop Reasoning Benchmark and Evaluation Framework for LLM-Based Biomedical Question Answering
by: Islamaj, Rezarta, et al.
Published: (2026)
by: Islamaj, Rezarta, et al.
Published: (2026)
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering
by: Wang, Shuai, et al.
Published: (2025)
by: Wang, Shuai, et al.
Published: (2025)
MDER-DR: Multi-Hop Question Answering with Entity-Centric Summaries
by: Campi, Riccardo, et al.
Published: (2026)
by: Campi, Riccardo, et al.
Published: (2026)
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge Graphs
by: Wang, Ruijie, et al.
Published: (2023)
by: Wang, Ruijie, et al.
Published: (2023)
Interpretable Question Answering with Knowledge Graphs
by: Aneja, Kartikeya, et al.
Published: (2025)
by: Aneja, Kartikeya, et al.
Published: (2025)
QAGCN: Answering Multi-Relation Questions via Single-Step Implicit Reasoning over Knowledge Graphs
by: Wang, Ruijie, et al.
Published: (2022)
by: Wang, Ruijie, et al.
Published: (2022)
Biomedical Question Answering via Multi-Level Summarization on a Local Knowledge Graph
by: Guan, Lingxiao, et al.
Published: (2025)
by: Guan, Lingxiao, et al.
Published: (2025)
FanOutQA: A Multi-Hop, Multi-Document Question Answering Benchmark for Large Language Models
by: Zhu, Andrew, et al.
Published: (2024)
by: Zhu, Andrew, et al.
Published: (2024)
Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering
by: Liu, Runxuan, et al.
Published: (2025)
by: Liu, Runxuan, et al.
Published: (2025)
Uncertainty-Aware Dynamic Knowledge Graphs for Reliable Question Answering
by: Takahashi, Yu, et al.
Published: (2025)
by: Takahashi, Yu, et al.
Published: (2025)
Dynamic Few-Shot Learning for Knowledge Graph Question Answering
by: D'Abramo, Jacopo, et al.
Published: (2024)
by: D'Abramo, Jacopo, et al.
Published: (2024)
CuriousLLM: Elevating Multi-Document Question Answering with LLM-Enhanced Knowledge Graph Reasoning
by: Yang, Zukang, et al.
Published: (2024)
by: Yang, Zukang, et al.
Published: (2024)
Similar Items
-
Conformal Prediction for Risk-Controlled Medical Entity Extraction Across Clinical Domains
by: Shrestha, Manil, et al.
Published: (2026) -
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs
by: Thompson, Travis, et al.
Published: (2025) -
A Method for Multi-Hop Question Answering on Persian Knowledge Graph
by: Ghafouri, Arash, et al.
Published: (2025) -
EfficientRAG: Efficient Retriever for Multi-Hop Question Answering
by: Zhuang, Ziyuan, et al.
Published: (2024) -
Credible Plan-Driven RAG Method for Multi-Hop Question Answering
by: Zhang, Ningning, et al.
Published: (2025)