{"total":24,"rows":[{"id":"2405.20139","title":"GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning","created":"2024-05-30","cited_by_count":128,"area":"lr"},{"id":"2410.20724","title":"Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation","created":"2024-10-28","cited_by_count":80,"area":"lr"},{"id":"2406.02030","title":"Multimodal Reasoning with Multimodal Knowledge Graph","created":"2024-06-04","cited_by_count":44,"area":"lr"},{"id":"2410.08085","title":"Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering","created":"2024-10-10","cited_by_count":24,"area":"lr"},{"id":"2312.15880","title":"KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph","created":"2023-12-26","cited_by_count":22,"area":"lr"},{"id":"2410.18415","title":"Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains","created":"2024-10-24","cited_by_count":20,"area":"lr"},{"id":"2503.12972","title":"Aligning Vision to Language: Annotation-Free Multimodal Knowledge Graph Construction for Enhanced LLMs Reasoning","created":"2025-03-17","cited_by_count":19,"area":"lr"},{"id":"2412.01230","title":"GraphOTTER: Evolving LLM-based Graph Reasoning for Complex Table Question Answering","created":"2024-12-02","cited_by_count":18,"area":"lr"},{"id":"2402.11541","title":"Large Language Models Can Better Understand Knowledge Graphs Than We Thought","created":"2024-02-18","cited_by_count":10,"area":"lr"},{"id":"2504.03137","title":"LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph","created":"2025-04-04","cited_by_count":8,"area":"lr"},{"id":"2502.16171","title":"EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering","created":"2025-02-22","cited_by_count":7,"area":"lr"},{"id":"2508.02435","title":"Beyond Chunks and Graphs: Retrieval-Augmented Generation through Triplet-Driven Thinking","created":"2025-08-04","cited_by_count":6,"area":"lr"},{"id":"2510.07484","title":"Reasoning by Exploration: A Unified Approach to Retrieval and Generation over Graphs","created":"2025-10-08","cited_by_count":6,"area":"lr"},{"id":"2506.09645","title":"Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question Answering","created":"2025-06-11","cited_by_count":5,"area":"lr"},{"id":"2411.00369","title":"GRS-QA -- Graph Reasoning-Structured Question Answering Dataset","created":"2024-11-01","cited_by_count":4,"area":"lr"},{"id":"2505.24377","title":"LLM Inference Enhanced by External Knowledge: A Survey","created":"2025-05-30","cited_by_count":3,"area":"lr"},{"id":"2410.12298","title":"Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs","created":"2024-10-16","cited_by_count":2,"area":"lr"},{"id":"2505.16849","title":"Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph Walks","created":"2025-05-22","cited_by_count":2,"area":"lr"},{"id":"2506.03424","title":"DistRAG: Towards Distance-Based Spatial Reasoning in LLMs","created":"2025-06-03","cited_by_count":2,"area":"lr"},{"id":"2501.17549","title":"Query-Aware Learnable Graph Pooling Tokens as Prompt for Large Language Models","created":"2025-01-29","cited_by_count":1,"area":"lr"},{"id":"2509.16502","title":"GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models","created":"2025-09-20","cited_by_count":1,"area":"lr"},{"id":"2510.15552","title":"Think Parallax: Solving Multi-Hop Problems via Multi-View Knowledge-Graph-Based Retrieval-Augmented Generation","created":"2025-10-17","cited_by_count":1,"area":"lr"},{"id":"2601.19225","title":"RPO-RAG: Aligning Small LLMs with Relation-aware Preference Optimization for Knowledge Graph Question Answering","created":"2026-01-27","cited_by_count":1,"area":"lr"},{"id":"2606.11560","title":"LLMs+Graphs: Toward Graph-Native, Synergistic AI Systems","created":"2026-06-10","cited_by_count":0,"area":"lr"}],"next_cursor":null}