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 2091–2100 of 2974 papers

Title	Date	Tasks	Status	Hype
Representing Syntax and Composition with Geometric Transformations	Jun 3, 2021	Knowledge Graphs	CodeCode Available	0
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba	Jun 3, 2021	graph constructionKnowledge Graphs	—Unverified	0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks	Jun 3, 2021	Knowledge GraphsLink Prediction	—Unverified	0
Question Answering Over Temporal Knowledge Graphs	Jun 3, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	1
Learning Representation over Dynamic Graph using Aggregation-Diffusion Mechanism	Jun 3, 2021	Dynamic Link PredictionKnowledge Graphs	—Unverified	0
Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian Distributions	Jun 2, 2021	Causal DiscoveryKnowledge Graphs	CodeCode Available	1
Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs	Jun 1, 2021	Knowledge GraphsManagement	—Unverified	0
Leveraging Wikipedia Navigational Templates for Curating Domain-Specific Fuzzy Conceptual Bases	Jun 1, 2021	ArticlesKnowledge Graphs	—Unverified	0
Entity Prediction in Knowledge Graphs with Joint Embeddings	Jun 1, 2021	Active LearningKnowledge Graphs	—Unverified	0
MG-BERT: Multi-Graph Augmented BERT for Masked Language Modeling	Jun 1, 2021	Knowledge GraphsLanguage Modeling	—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