{"total":170,"rows":[{"id":"2305.09645","title":"StructGPT: A General Framework for Large Language Model to Reason over Structured Data","created":"2023-05-16","cited_by_count":343,"area":"lr"},{"id":"2310.01061","title":"Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning","created":"2023-10-02","cited_by_count":328,"area":"lr"},{"id":"2408.08921","title":"Graph Retrieval-Augmented Generation: A Survey","created":"2024-08-15","cited_by_count":324,"area":"rag"},{"id":"2305.15066","title":"GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking","created":"2023-05-24","cited_by_count":210,"area":null},{"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":"2212.00959","title":"UniKGQA: Unified Retrieval and Reasoning for Solving Multi-hop Question Answering Over Knowledge Graph","created":"2022-12-02","cited_by_count":103,"area":"lr"},{"id":"2101.03737","title":"Improving Multi-hop Knowledge Base Question Answering by Learning Intermediate Supervision Signals","created":"2021-01-11","cited_by_count":101,"area":null},{"id":"2106.01515","title":"Question Answering Over Temporal Knowledge Graphs","created":"2021-06-03","cited_by_count":99,"area":null},{"id":"2305.13168","title":"LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities","created":"2023-05-22","cited_by_count":97,"area":"lr"},{"id":"2202.13296","title":"Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering","created":"2022-02-27","cited_by_count":93,"area":null},{"id":"2402.11163","title":"KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph","created":"2024-02-17","cited_by_count":93,"area":"lr"},{"id":"2108.06040","title":"Knowledge Graph Reasoning with Relational Digraph","created":"2021-08-13","cited_by_count":92,"area":null},{"id":"2501.13958","title":"A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models","created":"2025-01-21","cited_by_count":88,"area":"rag"},{"id":"2109.08678","title":"RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering","created":"2021-09-17","cited_by_count":86,"area":null},{"id":"2105.11644","title":"A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions","created":"2021-05-25","cited_by_count":78,"area":null},{"id":"2203.10321","title":"Sequence-to-Sequence Knowledge Graph Completion and Question Answering","created":"2022-03-19","cited_by_count":75,"area":null},{"id":"2305.01750","title":"Few-shot In-context Learning for Knowledge Base Question Answering","created":"2023-05-02","cited_by_count":74,"area":null},{"id":"2109.04101","title":"TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting","created":"2021-09-09","cited_by_count":67,"area":null},{"id":"2409.14924","title":"Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely","created":"2024-09-23","cited_by_count":66,"area":"rag"},{"id":"2309.11206","title":"Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question Answering","created":"2023-09-20","cited_by_count":65,"area":null},{"id":"2104.07302","title":"TransferNet: An Effective and Transparent Framework for Multi-hop Question Answering over Relation Graph","created":"2021-04-15","cited_by_count":60,"area":null},{"id":"2108.06688","title":"Complex Knowledge Base Question Answering: A Survey","created":"2021-08-15","cited_by_count":52,"area":null},{"id":"2210.00105","title":"A Decade of Knowledge Graphs in Natural Language Processing: A Survey","created":"2022-09-30","cited_by_count":40,"area":null},{"id":"2402.14672","title":"Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments","created":"2024-02-22","cited_by_count":39,"area":"agents"},{"id":"2110.05743","title":"Program Transfer for Answering Complex Questions over Knowledge Bases","created":"2021-10-12","cited_by_count":34,"area":null},{"id":"2210.08901","title":"Contrastive Language-Image Pre-Training with Knowledge Graphs","created":"2022-10-17","cited_by_count":34,"area":null},{"id":"2310.11220","title":"KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language Models","created":"2023-10-17","cited_by_count":32,"area":"lr"},{"id":"2202.10610","title":"Knowledge Base Question Answering by Case-based Reasoning over Subgraphs","created":"2022-02-22","cited_by_count":31,"area":null},{"id":"2206.07922","title":"Challenges and Opportunities in Deep Reinforcement Learning with Graph Neural Networks: A Comprehensive review of Algorithms and Applications","created":"2022-06-16","cited_by_count":30,"area":null},{"id":"2412.10064","title":"Text2Cypher: Bridging Natural Language and Graph Databases","created":"2024-12-13","cited_by_count":30,"area":null},{"id":"2406.00936","title":"A Survey of Useful LLM Evaluation","created":"2024-06-03","cited_by_count":29,"area":null},{"id":"2301.08859","title":"Logical Message Passing Networks with One-hop Inference on Atomic Formulas","created":"2023-01-21","cited_by_count":28,"area":null},{"id":"2406.13862","title":"Knowledge Graph-Enhanced Large Language Models via Path Selection","created":"2024-06-19","cited_by_count":28,"area":null},{"id":"2205.08184","title":"SKILL: Structured Knowledge Infusion for Large Language Models","created":"2022-05-17","cited_by_count":27,"area":null},{"id":"2104.05883","title":"Multi-Step Reasoning Over Unstructured Text with Beam Dense Retrieval","created":"2021-04-13","cited_by_count":25,"area":null},{"id":"2402.13188","title":"Question Calibration and Multi-Hop Modeling for Temporal Question Answering","created":"2024-02-20","cited_by_count":25,"area":null},{"id":"2402.15131","title":"Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models","created":"2024-02-23","cited_by_count":25,"area":null},{"id":"2104.01569","title":"Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks","created":"2021-04-04","cited_by_count":24,"area":null},{"id":"2201.09680","title":"Relational Memory Augmented Language Models","created":"2022-01-24","cited_by_count":24,"area":null},{"id":"2110.02510","title":"Cycle Representation Learning for Inductive Relation Prediction","created":"2021-10-06","cited_by_count":23,"area":null},{"id":"2401.00158","title":"ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge Graph","created":"2023-12-30","cited_by_count":23,"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":"2110.03192","title":"GNN is a Counter? Revisiting GNN for Question Answering","created":"2021-10-07","cited_by_count":21,"area":null},{"id":"2304.08183","title":"Normalizing Flow-based Neural Process for Few-Shot Knowledge Graph Completion","created":"2023-04-17","cited_by_count":19,"area":null},{"id":"2402.11441","title":"InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration","created":"2024-02-18","cited_by_count":19,"area":null},{"id":"2102.07043","title":"Reasoning Over Virtual Knowledge Bases With Open Predicate Relations","created":"2021-02-14","cited_by_count":18,"area":null},{"id":"2105.04850","title":"Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge Graphs","created":"2021-05-11","cited_by_count":18,"area":null},{"id":"2504.10499","title":"Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey","created":"2025-04-08","cited_by_count":18,"area":"rag"},{"id":"2108.08614","title":"UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language Text","created":"2021-08-19","cited_by_count":17,"area":null},{"id":"2112.03572","title":"Question Answering Survey: Directions, Challenges, Datasets, Evaluation Matrices","created":"2021-12-07","cited_by_count":17,"area":null},{"id":"2404.14809","title":"A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications","created":"2024-04-23","cited_by_count":17,"area":null},{"id":"2505.24478","title":"Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning","created":"2025-05-30","cited_by_count":17,"area":"lr"},{"id":"2111.00732","title":"Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions over Knowledge Graphs","created":"2021-11-01","cited_by_count":16,"area":null},{"id":"2210.13650","title":"ReaRev: Adaptive Reasoning for Question Answering over Knowledge Graphs","created":"2022-10-24","cited_by_count":16,"area":null},{"id":"2401.00426","title":"keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM","created":"2023-12-31","cited_by_count":16,"area":"lr"},{"id":"2412.18702","title":"CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era","created":"2024-12-24","cited_by_count":16,"area":null},{"id":"2111.05825","title":"A Two-Stage Approach towards Generalization in Knowledge Base Question Answering","created":"2021-11-10","cited_by_count":15,"area":null},{"id":"2201.08174","title":"Knowledge Graph Question Answering Leaderboard: A Community Resource to Prevent a Replication Crisis","created":"2022-01-20","cited_by_count":14,"area":null},{"id":"2210.12338","title":"Open-domain Question Answering via Chain of Reasoning over Heterogeneous Knowledge","created":"2022-10-22","cited_by_count":14,"area":"lr"},{"id":"2504.08893","title":"Knowledge Graph-extended Retrieval Augmented Generation for Question Answering","created":"2025-04-11","cited_by_count":14,"area":"rag"},{"id":"2205.06573","title":"Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research?","created":"2022-05-13","cited_by_count":13,"area":null},{"id":"2205.12078","title":"GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation","created":"2022-05-24","cited_by_count":13,"area":null},{"id":"2206.04192","title":"ExpressivE: A Spatio-Functional Embedding For Knowledge Graph Completion","created":"2022-06-08","cited_by_count":13,"area":null},{"id":"2412.17336","title":"APEX$^2$: Adaptive and Extreme Summarization for Personalized Knowledge Graphs","created":"2024-12-23","cited_by_count":13,"area":null},{"id":"2101.04852","title":"Knowledge-Enhanced Top-K Recommendation in Poincar\\'e Ball","created":"2021-01-13","cited_by_count":12,"area":null},{"id":"2406.18916","title":"TrustUQA: A Trustful Framework for Unified Structured Data Question Answering","created":"2024-06-27","cited_by_count":12,"area":null},{"id":"2407.12216","title":"Mindful-RAG: A Study of Points of Failure in Retrieval Augmented Generation","created":"2024-07-16","cited_by_count":12,"area":"rag"},{"id":"2505.23495","title":"Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking","created":"2025-05-29","cited_by_count":12,"area":"lr"},{"id":"2305.15056","title":"Reasoning over Hierarchical Question Decomposition Tree for Explainable Question Answering","created":"2023-05-24","cited_by_count":11,"area":null},{"id":"2311.07850","title":"Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQA","created":"2023-11-14","cited_by_count":11,"area":null},{"id":"2103.07766","title":"Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge Graphs","created":"2021-03-13","cited_by_count":10,"area":null},{"id":"2110.14266","title":"SQALER: Scaling Question Answering by Decoupling Multi-Hop and Logical Reasoning","created":"2021-10-27","cited_by_count":10,"area":null},{"id":"2205.06604","title":"Weakly Supervised Text Classification using Supervision Signals from a Language Model","created":"2022-05-13","cited_by_count":10,"area":null},{"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":"2204.10194","title":"Semantic Structure based Query Graph Prediction for Question Answering over Knowledge Graph","created":"2022-04-15","cited_by_count":9,"area":null},{"id":"2208.06501","title":"ForecastTKGQuestions: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge Graphs","created":"2022-08-12","cited_by_count":9,"area":null},{"id":"2107.05869","title":"Applications of knowledge graphs for food science and industry","created":"2021-07-13","cited_by_count":8,"area":null},{"id":"2112.07791","title":"A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion","created":"2021-12-14","cited_by_count":8,"area":null},{"id":"2501.09957","title":"FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs","created":"2025-01-17","cited_by_count":8,"area":"lr"},{"id":"2104.08419","title":"TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion","created":"2021-04-17","cited_by_count":7,"area":null},{"id":"2110.12679","title":"Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain Reasoning","created":"2021-10-25","cited_by_count":7,"area":null},{"id":"2305.02118","title":"Pay More Attention to Relation Exploration for Knowledge Base Question Answering","created":"2023-05-03","cited_by_count":7,"area":null},{"id":"2310.15484","title":"NuTrea: Neural Tree Search for Context-guided Multi-hop KGQA","created":"2023-10-24","cited_by_count":7,"area":null},{"id":"2411.05844","title":"LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration","created":"2024-11-06","cited_by_count":7,"area":"lr"},{"id":"2501.05752","title":"Semantic Exploration with Adaptive Gating for Efficient Problem Solving with Language Models","created":"2025-01-10","cited_by_count":7,"area":"lr"},{"id":"2201.01647","title":"Comparison of biomedical relationship extraction methods and models for knowledge graph creation","created":"2022-01-05","cited_by_count":6,"area":null},{"id":"2204.08554","title":"CBR-iKB: A Case-Based Reasoning Approach for Question Answering over Incomplete Knowledge Bases","created":"2022-04-18","cited_by_count":6,"area":null},{"id":"2205.10621","title":"Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction","created":"2022-05-21","cited_by_count":6,"area":null},{"id":"2302.08261","title":"Knowledge-augmented Graph Machine Learning for Drug Discovery: A Survey","created":"2023-02-16","cited_by_count":6,"area":null},{"id":"2311.15781","title":"Increasing Coverage and Precision of Textual Information in Multilingual Knowledge Graphs","created":"2023-11-27","cited_by_count":6,"area":null},{"id":"2404.19234","title":"Multi-hop Question Answering over Knowledge Graphs using Large Language Models","created":"2024-04-30","cited_by_count":6,"area":null},{"id":"2412.15272","title":"SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation","created":"2024-12-17","cited_by_count":6,"area":"rag"},{"id":"2506.00829","title":"COMPKE: Complex Question Answering under Knowledge Editing","created":"2025-06-01","cited_by_count":6,"area":null},{"id":"2511.01323","title":"DEEPAMBIGQA: Ambiguous Multi-hop Questions for Benchmarking LLM Answer Completeness","created":"2025-11-03","cited_by_count":6,"area":null},{"id":"2206.01818","title":"QAGCN: Answering Multi-Relation Questions via Single-Step Implicit Reasoning over Knowledge Graphs","created":"2022-06-03","cited_by_count":5,"area":"lr"},{"id":"2207.05875","title":"A Novel DeBERTa-based Model for Financial Question Answering Task","created":"2022-07-12","cited_by_count":5,"area":null},{"id":"2209.12617","title":"Evaluation of Question Answering Systems: Complexity of judging a natural language","created":"2022-09-10","cited_by_count":5,"area":null},{"id":"2210.01301","title":"GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction","created":"2022-10-04","cited_by_count":5,"area":null},{"id":"2412.19544","title":"TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data","created":"2024-12-27","cited_by_count":5,"area":"synth"},{"id":"2503.05049","title":"Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets","created":"2025-03-06","cited_by_count":5,"area":null}],"next_cursor":"100"}