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 371–380 of 2974 papers

Title	Date	Tasks	Status	Hype
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoning	Dec 18, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1
TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs	Dec 15, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation Pipelines	Dec 14, 2021	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge Graphs	Dec 13, 2021	Drug DiscoveryGraph Embedding	CodeCode Available	1
TempoQR: Temporal Question Reasoning over Knowledge Graphs	Dec 10, 2021	Entity EmbeddingsGraph Question Answering	CodeCode Available	1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph Embeddings	Dec 9, 2021	Contrastive LearningGraph Embedding	CodeCode Available	1
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering	Dec 6, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	1
Open-CyKG: An Open Cyber Threat Intelligence Knowledge Graph	Dec 5, 2021	Deep AttentionKnowledge Graphs	CodeCode Available	1
Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples	Nov 22, 2021	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Poisoning Knowledge Graph Embeddings via Relation Inference Patterns	Nov 11, 2021	Data PoisoningGraph Embedding	CodeCode Available	1

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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