SOTAVerified

Graph Question Answering

Papers

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Showing 1–25 of 78 papers

TitleStatusHype
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
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning—0
Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and TasksCode0
LLM-based Discriminative Reasoning for Knowledge Graph Question Answering—0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
Enhancing SPARQL Generation by Triplet-order-sensitive Pre-trainingCode0
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
Konstruktor: A Strong Baseline for Simple Knowledge Graph Question AnsweringCode0
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
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Benchmark Results

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