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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 731–740 of 2974 papers

Title	Date	Tasks	Status	Hype
Exploring knowledge graph-based neural-symbolic system from application perspective	May 6, 2024	Knowledge Graphs	—Unverified	0
Relations Prediction for Knowledge Graph Completion using Large Language Models	May 4, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Knowledge Graph Extension by Entity Type Recognition	May 3, 2024	Knowledge Graphs	—Unverified	0
Subgraph2vec: A random walk-based algorithm for embedding knowledge graphs	May 3, 2024	Anomaly DetectionDecision Making	—Unverified	0
Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning	May 2, 2024	Knowledge GraphsLogical Reasoning	—Unverified	0
Arbitrary Time Information Modeling via Polynomial Approximation for Temporal Knowledge Graph Embedding	May 1, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
RAG-based Explainable Prediction of Road Users Behaviors for Automated Driving using Knowledge Graphs and Large Language Models	May 1, 2024	Autonomous DrivingBayesian Inference	—Unverified	0
Fish-bone diagram of research issue: Gain a bird's-eye view on a specific research topic	Apr 30, 2024	Knowledge GraphsLanguage Modeling	—Unverified	0
SemanticFormer: Holistic and Semantic Traffic Scene Representation for Trajectory Prediction using Knowledge Graphs	Apr 30, 2024	Autonomous DrivingGraph Learning	CodeCode Available	1
A Framework for Leveraging Human Computation Gaming to Enhance Knowledge Graphs for Accuracy Critical Generative AI Applications	Apr 30, 2024	Knowledge GraphsUnity	—Unverified	0

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified