knowledge graph question answering

Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing AAAI 2026 Debate over Mixed-knowledge: A Robust Multi-Agent Reasoning Framework for Incomplete Knowledge Graph Question Answering AAAI 2026 Diagnosing and Remedying Representation Deficiencies for Deterministic Reasoning in KGQA ACL 2026 Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving AAAI 2026 Reasoning with Ontology Graph: Toward Type-Constrained Knowledge Graph Question Answering ACL 2026 Stepwise Contrastive Reasoning for Retrieval-Augmented Generation over Knowledge Graphs AAAI 2026 VKG-QA: Visual Knowledge Graph-based Question Answer for Large Multimodal Models CVPR 2026 Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs AAAI 2025 Aligning Complex Knowledge Graph Question Answering as Knowledge-Aware Constrained Code Generation COLING 2025 A Systematic Exploration of Knowledge Graph Alignment with Large Language Models in Retrieval Augmented Generation AAAI 2025 A Zero-Shot Neuro-Symbolic Approach for Complex Knowledge Graph Question Answering EMNLP 2025 Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning ACL 2025 BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering EMNLP 2025 Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025 Debate on Graph: A Flexible and Reliable Reasoning Framework for Large Language Models AAAI 2025 Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains ACL 2025 Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering ACL 2025 D-RAG: Differentiable Retrieval-Augmented Generation for Knowledge Graph Question Answering EMNLP 2025 Enhancing Complex Reasoning in Knowledge Graph Question Answering through Query Graph Approximation ACL 2025 Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching EMNLP 2025 From Phrases to Subgraphs: Fine-Grained Semantic Parsing for Knowledge Graph Question Answering ACL 2025 GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ACL 2025 Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation AAAI 2025 KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model’s Reasoning Path Aggregation ACL 2025 Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities EMNLP 2025