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 481–490 of 2974 papers

Title	Date	Tasks	Status	Hype
Relation-Aware Neighborhood Matching Model for Entity Alignment	Dec 15, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Fork or Fail: Cycle-Consistent Training with Many-to-One Mappings	Dec 14, 2020	DiversityKnowledge Graphs	CodeCode Available	1
Scalable and interpretable rule-based link prediction for large heterogeneous knowledge graphs	Dec 10, 2020	ClusteringKnowledge Graphs	CodeCode Available	1
Fusing Context Into Knowledge Graph for Commonsense Question Answering	Dec 9, 2020	Common Sense ReasoningKnowledge Graphs	CodeCode Available	1
Open Knowledge Graphs Canonicalization using Variational Autoencoders	Dec 8, 2020	ClusteringKnowledge Graphs	CodeCode Available	1
GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text Generation	Dec 1, 2020	Knowledge GraphsText Generation	CodeCode Available	1
Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language Models	Dec 1, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Entity Alignment for Knowledge Graphs with Multi-order Convolutional Networks	Nov 17, 2020	AttributeEntity Alignment	CodeCode Available	1
Complex Query Answering with Neural Link Predictors	Nov 6, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
CODER: Knowledge infused cross-lingual medical term embedding for term normalization	Nov 5, 2020	Contrastive LearningKnowledge 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