SOTAVerified

Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1301–1350 of 2974 papers

TitleStatusHype
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs—0
Knowledge Graph Large Language Model (KG-LLM) for Link Prediction—0
Narrating Causal Graphs with Large Language Models—0
Enhancing Multi-Hop Knowledge Graph Reasoning through Reward Shaping Techniques—0
Task-Oriented GNNs Training on Large Knowledge Graphs for Accurate and Efficient ModelingCode0
MP2D: An Automated Topic Shift Dialogue Generation Framework Leveraging Knowledge Graphs—0
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language ModelsCode0
From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs—0
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge GraphsCode0
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question AnsweringCode0
Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations—0
AceMap: Knowledge Discovery through Academic Graph—0
Fuzzy Datalog^ over Arbitrary t-Norms—0
Unveiling Hidden Links Between Unseen Security Entities—0
EEE-QA: Exploring Effective and Efficient Question-Answer RepresentationsCode0
Extending Complex Logical Queries on Uncertain Knowledge Graphs—0
Infusing Knowledge into Large Language Models with Contextual Prompts—0
Automatic Question-Answer Generation for Long-Tail Knowledge—0
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering—0
Pseudo-Label Calibration Semi-supervised Multi-Modal Entity Alignment—0
A Survey on Temporal Knowledge Graph: Representation Learning and Applications—0
AutoRD: An Automatic and End-to-End System for Rare Disease Knowledge Graph Construction Based on Ontologies-enhanced Large Language Models—0
Negative Sampling in Knowledge Graph Representation Learning: A Review—0
Explainable Session-based Recommendation via Path Reasoning—0
Unsupervised multiple choices question answering via universal corpus—0
Decoding Intelligence: A Framework for Certifying Knowledge Comprehension in LLMs—0
A Relation-Interactive Approach for Message Passing in Hyper-relational Knowledge Graphs—0
Federated Neural Graph Databases—0
Automating psychological hypothesis generation with AI: when large language models meet causal graph—0
Knowledge Graph Enhanced Large Language Model Editing—0
Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications—0
Identifying Semantic Induction Heads to Understand In-Context Learning—0
Modality-Aware Integration with Large Language Models for Knowledge-based Visual Question Answering—0
Question Calibration and Multi-Hop Modeling for Temporal Question Answering—0
Conditional Logical Message Passing Transformer for Complex Query AnsweringCode0
SSTKG: Simple Spatio-Temporal Knowledge Graph for Intepretable and Versatile Dynamic Information EmbeddingCode0
LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge GraphsCode0
A Survey on Extractive Knowledge Graph Summarization: Applications, Approaches, Evaluation, and Future Directions—0
InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration—0
Question Answering Over Spatio-Temporal Knowledge Graph—0
Large Language Models Can Better Understand Knowledge Graphs Than We Thought—0
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph—0
A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models—0
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion—0
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering—0
Improving Molecule Generation and Drug Discovery with a Knowledge-enhanced Generative Model—0
HJE: Joint Convolutional Representation Learning for Knowledge Hypergraph Completion—0
Extensible Multi-Granularity Fusion Network for Aspect-based Sentiment AnalysisCode0
PKG API: A Tool for Personal Knowledge Graph ManagementCode0
KGroot: Enhancing Root Cause Analysis through Knowledge Graphs and Graph Convolutional Neural Networks—0
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All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34—Unverified
2MKGformerMRR0.32—Unverified
3MarT_FLAVAMRR0.29—Unverified
4ViLBERTMRR0.29—Unverified
5IKRL (ANALOGY)MRR0.28—Unverified
6IKRLMRR0.27—Unverified
7ViLTMRR0.26—Unverified
8TransAEMRR0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15—Unverified
2Q*BERTSet accuracy32.78—Unverified
3GATA-WSet accuracy24.06—Unverified
4WorldformerSet accuracy23.22—Unverified
5Seq2SeqSet accuracy14.29—Unverified
6RulesSet accuracy4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48—Unverified
2ComplEx-ConcatTest MRR0.86—Unverified
3ComplEx-RoBERTaTest MRR0.72—Unverified
4TransE-RoBERTaTest MRR0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59—Unverified