Information Retrieval · Computer Science
Spatially-Enhanced Retrieval-Augmented Generation for Walkability and Urban Discovery
Maddalena Amendola, Chiara Pugliese, Raffaele Perego, Chiara Renso
2025-12-05
Machine Learning · Computer Science
A Survey of Graph Meets Large Language Model: Progress and Future Directions
Yuhan Li, Zhixun Li, Peisong Wang, Jia Li +3
2024-04-25
Computation and Language · Computer Science
DistRAG: Towards Distance-Based Spatial Reasoning in LLMs
Nicole R Schneider, Nandini Ramachandran, Kent O'Sullivan, Hanan Samet
2025-06-05
Artificial Intelligence · Computer Science
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding
Stefan Dernbach, Khushbu Agarwal, Alejandro Zuniga, Michael Henry +1
2024-04-19
Computation and Language · Computer Science
Can LLMs Learn to Map the World from Local Descriptions?
Sirui Xia, Aili Chen, Xintao Wang, Tinghui Zhu +3
2025-05-28
Robotics · Computer Science
Tag Map: A Text-Based Map for Spatial Reasoning and Navigation with Large Language Models
Mike Zhang, Kaixian Qu, Vaishakh Patil, Cesar Cadena +1
2024-09-25
Artificial Intelligence · Computer Science
Can Large Language Models Integrate Spatial Data? Empirical Insights into Reasoning Strengths and Computational Weaknesses
Bin Han, Robert Wolfe, Anat Caspi, Bill Howe
2025-08-08
Computation and Language · Computer Science
A Human-in-the-Loop, LLM-Centered Architecture for Knowledge-Graph Question Answering
Larissa Pusch, Alexandre Courtiol, Tim Conrad
2026-02-09
Artificial Intelligence · Computer Science
Large Language Model with Graph Convolution for Recommendation
Yingpeng Du, Ziyan Wang, Zhu Sun, Haoyan Chua +5
2024-02-15
Computation and Language · Computer Science
LGM: Enhancing Large Language Models with Conceptual Meta-Relations and Iterative Retrieval
Wenchang Lei, Ping Zou, Yue Wang, Feng Sun +1
2025-11-06
Computation and Language · Computer Science
SpaRC and SpaRP: Spatial Reasoning Characterization and Path Generation for Understanding Spatial Reasoning Capability of Large Language Models
Md Imbesat Hassan Rizvi, Xiaodan Zhu, Iryna Gurevych
2024-06-10
Computation and Language · Computer Science
Large Language Model Enhanced Knowledge Representation Learning: A Survey
Xin Wang, Zirui Chen, Haofen Wang, Leong Hou U +2
2025-04-09
Artificial Intelligence · Computer Science
Integrating Graphs, Large Language Models, and Agents: Reasoning and Retrieval
Hamed Jelodar, Samita Bai, Mohammad Meymani, Parisa Hamedi +2
2026-04-21
Human-Computer Interaction · Computer Science
Multimodal Road Network Generation Based on Large Language Model
Jiajing Chen, Weihang Xu, Haiming Cao, Zihuan Xu +3
2024-04-10
Machine Learning · Computer Science
Exploring the Potential of Large Language Models for Heterophilic Graphs
Yuxia Wu, Shujie Li, Yuan Fang, Chuan Shi
2025-02-18
Machine Learning · Computer Science
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning
Mandana Saebi, Steven Krieg, Chuxu Zhang, Meng Jiang +1
2020-03-16
Information Retrieval · Computer Science
RALLRec: Improving Retrieval Augmented Large Language Model Recommendation with Representation Learning
Jian Xu, Sichun Luo, Xiangyu Chen, Haoming Huang +2
2025-02-12
Machine Learning · Computer Science
Are Large Language Models In-Context Graph Learners?
Jintang Li, Ruofan Wu, Yuchang Zhu, Huizhe Zhang +2
2025-02-20
Information Retrieval · Computer Science
Spatial-RAG: Spatial Retrieval Augmented Generation for Real-World Geospatial Reasoning Questions
Dazhou Yu, Riyang Bao, Ruiyu Ning, Jinghong Peng +2
2025-06-12