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 2411–2420 of 2974 papers

Title	Date	Tasks	Status	Hype
Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings	Jun 24, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types	Jun 24, 2020	Anomaly DetectionKnowledge Graphs	—Unverified	0
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning	Jun 23, 2020	Knowledge GraphsMulti-Task Learning	CodeCode Available	1
MALOnt: An Ontology for Malware Threat Intelligence	Jun 20, 2020	Decision MakingGraph Generation	CodeCode Available	0
Proceedings of the KG-BIAS Workshop 2020 at AKBC 2020	Jun 18, 2020	Knowledge Graphs	—Unverified	0
A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention	Jun 18, 2020	AttributeKnowledge Graphs	—Unverified	0
Zero-Shot Learning with Common Sense Knowledge Graphs	Jun 18, 2020	Generalized Zero-Shot LearningKnowledge Graphs	CodeCode Available	1
Modeling Graph Structure via Relative Position for Text Generation from Knowledge Graphs	Jun 16, 2020	Data-to-Text GenerationDecoder	—Unverified	0
Knowledge Embedding Based Graph Convolutional Network	Jun 12, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Consolidating Commonsense Knowledge	Jun 10, 2020	Common Sense ReasoningKnowledge Graphs	—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