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 2571–2580 of 2974 papers

Title	Date	Tasks	Status
Integrating Graph Contextualized Knowledge into Pre-trained Language Models	Nov 30, 2019	Knowledge GraphsRepresentation Learning	—Unverified
Few-Shot Knowledge Graph Completion	Nov 26, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Neural Latent Space Model for Dynamic Networks and Temporal Knowledge Graphs	Nov 26, 2019	Knowledge GraphsRepresentation Learning	—Unverified
Joint Embedding Learning of Educational Knowledge Graphs	Nov 20, 2019	General Knowledgegraph construction	—Unverified
Rule-Guided Compositional Representation Learning on Knowledge Graphs	Nov 20, 2019	Knowledge GraphsRepresentation Learning	CodeCode Available
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregation	Nov 20, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned	Nov 19, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available
Pattern-based design applied to cultural heritage knowledge graphs	Nov 18, 2019	Knowledge Graphs	—Unverified
Using Mapping Languages for Building Legal Knowledge Graphs from XML Files	Nov 18, 2019	Knowledge Graphs	—Unverified
Beyond the Grounding Bottleneck: Datalog Techniques for Inference in Probabilistic Logic Programs (Technical Report)	Nov 18, 2019	Knowledge Graphs	—Unverified

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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