knowledge graph question answering

63 papers

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Also known as

KGQA

Co-occurring keywords

large language model (12755) question answering (2904) knowledge graph (1795) retrieval-augmented generation (1459) multi-hop reasoning (400) graph neural network (3945) semantic parsing (955) reasoning path (69) knowledge graph reasoning (76) graph embedding (348)

Papers

Stepwise Contrastive Reasoning for Retrieval-Augmented Generation over Knowledge Graphs AAAI 2026

Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving AAAI 2026

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

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs AAAI 2025

Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities EMNLP 2025

Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation AAAI 2025

Enhancing Complex Reasoning in Knowledge Graph Question Answering through Query Graph Approximation ACL 2025

GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ACL 2025

Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering ACL 2025

Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning ACL 2025

A Systematic Exploration of Knowledge Graph Alignment with Large Language Models in Retrieval Augmented Generation 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

RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs EMNLP 2025

KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model’s Reasoning Path Aggregation ACL 2025

Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching EMNLP 2025

BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering EMNLP 2025

D-RAG: Differentiable Retrieval-Augmented Generation for Knowledge Graph Question Answering EMNLP 2025

Debate on Graph: A Flexible and Reliable Reasoning Framework for Large Language Models AAAI 2025

Aligning Complex Knowledge Graph Question Answering as Knowledge-Aware Constrained Code Generation COLING 2025

Learn Together: Joint Multitask Finetuning of Pretrained KG-enhanced LLM for Downstream Tasks COLING 2025

Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning ACL 2025

SKRAG: A Retrieval-Augmented Generation Framework Guided by Reasoning Skeletons over Knowledge Graphs EMNLP 2025

From Phrases to Subgraphs: Fine-Grained Semantic Parsing for Knowledge Graph Question Answering ACL 2025