SOTAVerified

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
TAGLAS: An atlas of text-attributed graph datasets in the era of large graph and language modelsCode2
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question AnsweringCode2
GraphTranslator: Aligning Graph Model to Large Language Model for Open-ended TasksCode2
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question AnsweringCode1
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question AnsweringCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-AnsweringCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
NuTrea: Neural Tree Search for Context-guided Multi-hop KGQACode1
Spider4SPARQL: A Complex Benchmark for Evaluating Knowledge Graph Question Answering SystemsCode1
Retrieve-Rewrite-Answer: A KG-to-Text Enhanced LLMs Framework for Knowledge Graph Question AnsweringCode1
ReaRev: Adaptive Reasoning for Question Answering over Knowledge GraphsCode1
μKG: A Library for Multi-source Knowledge Graph Embeddings and ApplicationsCode1
Temporal knowledge graph question answering via subgraph reasoningCode1
Would You Ask it that Way? Measuring and Improving Question Naturalness for Knowledge Graph Question AnsweringCode1
Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research?Code1
QALD-9-plus: A Multilingual Dataset for Question Answering over DBpedia and Wikidata Translated by Native SpeakersCode1
Knowledge Graph Question Answering Leaderboard: A Community Resource to Prevent a Replication CrisisCode1
TempoQR: Temporal Question Reasoning over Knowledge GraphsCode1
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain ReasoningCode1
GraghVQA: Language-Guided Graph Neural Networks for Graph-based Visual Question AnsweringCode1
Knowledge Graph Question Answering using Graph-Pattern IsomorphismCode1
SPARQL as a Foreign LanguageCode1
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question AnsweringCode0
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
CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge—0
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving—0
Q-NL Verifier: Leveraging Synthetic Data for Robust Knowledge Graph Question AnsweringCode0
EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering—0
Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering—0
Visual Graph Question Answering with ASP and LLMs for Language Parsing—0
RoToR: Towards More Reliable Responses for Order-Invariant InputsCode0
Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question AnsweringCode0
Comprehensive Evaluation for a Large Scale Knowledge Graph Question Answering Service—0
GraphSOS: Graph Sampling and Order Selection to Help LLMs Understand Graphs Better—0
A Method for Multi-Hop Question Answering on Persian Knowledge Graph—0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning—0
LLM-based Discriminative Reasoning for Knowledge Graph Question Answering—0
Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and TasksCode0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
Enhancing SPARQL Generation by Triplet-order-sensitive Pre-trainingCode0
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation—0
MST5 -- Multilingual Question Answering over Knowledge GraphsCode0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
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Benchmark Results

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