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 1761–1770 of 2974 papers

Title	Date	Tasks	Status	Hype
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental Review	Mar 17, 2022	AttributeEntity Alignment	CodeCode Available	1
Multimodal Learning on Graphs for Disease Relation Extraction	Mar 16, 2022	Knowledge GraphsRelation	CodeCode Available	1
Personal Knowledge Graphs: Use Cases in e-learning Platforms	Mar 16, 2022	Knowledge Graphs	—Unverified	0
TegTok: Augmenting Text Generation via Task-specific and Open-world Knowledge	Mar 16, 2022	Dialogue GenerationKnowledge Graphs	CodeCode Available	0
A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge Graphs	Mar 14, 2022	BenchmarkingGraph Embedding	CodeCode Available	3
Neural Theorem Provers Delineating Search Area Using RNN	Mar 14, 2022	Computational EfficiencyKnowledge Graphs	—Unverified	0
WCL-BBCD: A Contrastive Learning and Knowledge Graph Approach to Named Entity Recognition	Mar 14, 2022	Contrastive LearningKnowledge Graphs	—Unverified	0
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts	Mar 14, 2022	DiversityKnowledge Graphs	CodeCode Available	1
Ensemble Semi-supervised Entity Alignment via Cycle-teaching	Mar 12, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available	0
Semi-constraint Optimal Transport for Entity Alignment with Dangling Cases	Mar 11, 2022	Entity AlignmentKnowledge Graphs	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