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 1301–1325 of 2974 papers

TitleStatusHype
Knowledge Graph Large Language Model (KG-LLM) for Link Prediction—0
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs—0
Narrating Causal Graphs with Large Language Models—0
Enhancing Multi-Hop Knowledge Graph Reasoning through Reward Shaping Techniques—0
MP2D: An Automated Topic Shift Dialogue Generation Framework Leveraging Knowledge Graphs—0
Task-Oriented GNNs Training on Large Knowledge Graphs for Accurate and Efficient ModelingCode0
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
EEE-QA: Exploring Effective and Efficient Question-Answer RepresentationsCode0
Unveiling Hidden Links Between Unseen Security Entities—0
Extending Complex Logical Queries on Uncertain Knowledge Graphs—0
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering—0
Automatic Question-Answer Generation for Long-Tail Knowledge—0
Infusing Knowledge into Large Language Models with Contextual Prompts—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
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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