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Graph Question Answering

Papers

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Showing 1–50 of 78 papers

TitleStatusHype
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question AnsweringCode4
GNN-RAG: Graph Neural Retrieval for Large Language Model ReasoningCode3
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question AnsweringCode2
TAGLAS: An atlas of text-attributed graph datasets in the era of large graph and language modelsCode2
GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended TasksCode2
Would You Ask it that Way? Measuring and Improving Question Naturalness for Knowledge Graph Question AnsweringCode1
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question AnsweringCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
GraghVQA: Language-Guided Graph Neural Networks for Graph-based Visual Question AnsweringCode1
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain ReasoningCode1
Knowledge Graph Question Answering Leaderboard: A Community Resource to Prevent a Replication CrisisCode1
Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research?Code1
Knowledge Graph Question Answering using Graph-Pattern IsomorphismCode1
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-AnsweringCode1
μKG: A Library for Multi-source Knowledge Graph Embeddings and ApplicationsCode1
NuTrea: Neural Tree Search for Context-guided Multi-hop KGQACode1
QALD-9-plus: A Multilingual Dataset for Question Answering over DBpedia and Wikidata Translated by Native SpeakersCode1
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question AnsweringCode1
ReaRev: Adaptive Reasoning for Question Answering over Knowledge GraphsCode1
Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question AnsweringCode1
SPARQL as a Foreign LanguageCode1
Spider4SPARQL: A Complex Benchmark for Evaluating Knowledge Graph Question Answering SystemsCode1
TempoQR: Temporal Question Reasoning over Knowledge GraphsCode1
Temporal knowledge graph question answering via subgraph reasoningCode1
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering—0
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving—0
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering—0
Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation—0
Joint Multi-Facts Reasoning Network For Complex Temporal Question Answering Over Knowledge Graph—0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
KG-RAG: Bridging the Gap Between Knowledge and Creativity—0
Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering—0
Visual Graph Question Answering with ASP and LLMs for Language Parsing—0
Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering—0
A Method for Multi-Hop Question Answering on Persian Knowledge Graph—0
CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge—0
Complex Factoid Question Answering with a Free-Text Knowledge Graph—0
Comprehensive Evaluation for a Large Scale Knowledge Graph Question Answering Service—0
Question Answering Over Spatio-Temporal Knowledge Graph—0
Question-Aware Memory Network for Multi-hop Question Answering in Human-Robot Interaction—0
Temporal Knowledge Graph Question Answering: A Survey—0
Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking—0
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering—0
EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering—0
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering—0
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GraphVQAAccuracy96.3—Unverified
2GCNAccuracy85.7—Unverified