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 1421–1430 of 2974 papers

Title	Date	Tasks	Status	Hype
Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs	Feb 3, 2023	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types	Feb 2, 2023	Inductive Link PredictionKnowledge Graph Completion	CodeCode Available	0
MetaTKG: Learning Evolutionary Meta-Knowledge for Temporal Knowledge Graph Reasoning	Feb 2, 2023	Knowledge GraphsMeta-Learning	—Unverified	0
Unsupervised Entity Alignment for Temporal Knowledge Graphs	Feb 1, 2023	Data IntegrationDecoder	CodeCode Available	1
KG-Hub -- Building and Exchanging Biological Knowledge Graphs	Jan 31, 2023	Knowledge GraphsLink Prediction	—Unverified	0
Large Language Models for Biomedical Knowledge Graph Construction: Information extraction from EMR notes	Jan 29, 2023	DecoderDrug Discovery	—Unverified	0
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering	Jan 29, 2023	Complex Query AnsweringKnowledge Graphs	—Unverified	0
Semantic Parsing for Conversational Question Answering over Knowledge Graphs	Jan 28, 2023	Conversational Question AnsweringKnowledge Graphs	CodeCode Available	1
Dual Box Embeddings for the Description Logic EL++	Jan 26, 2023	Knowledge GraphsLink Prediction	CodeCode Available	0
Towards Knowledge-Centric Process Mining	Jan 26, 2023	Knowledge GraphsManagement	—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