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 2891–2900 of 2974 papers

Title	Date	Tasks	Status
DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning	Jul 20, 2017	DiversityGraph Embedding	CodeCode Available
PDD Graph: Bridging Electronic Medical Records and Biomedical Knowledge Graphs via Entity Linking	Jul 17, 2017	Entity LinkingKnowledge Graphs	—Unverified
Explainable Entity-based Recommendations with Knowledge Graphs	Jul 12, 2017	Explainable RecommendationKnowledge Graphs	—Unverified
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison	Jul 5, 2017	ArticlesEntity Resolution	—Unverified
Iterative Entity Alignment via Joint Knowledge Embeddings	Jul 1, 2017	Entity AlignmentKnowledge Graph Completion	CodeCode Available
Auto-Encoding User Ratings via Knowledge Graphs in Recommendation Scenarios	Jun 24, 2017	Knowledge GraphsRecommendation Systems	—Unverified
Towards a Knowledge Graph based Speech Interface	May 23, 2017	Knowledge GraphsQuestion Answering	—Unverified
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge Graphs	May 16, 2017	Entity EmbeddingsKnowledge Graphs	CodeCode Available
Using Titles vs. Full-text as Source for Automated Semantic Document Annotation	May 15, 2017	ArticlesClassification	CodeCode Available
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with Confidence	May 9, 2017	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available

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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