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 1351–1360 of 2974 papers

Title	Date	Tasks	Status	Hype
Incorporating Structured Sentences with Time-enhanced BERT for Fully-inductive Temporal Relation Prediction	Apr 10, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Deep Active Alignment of Knowledge Graph Entities and Schemata	Apr 10, 2023	Active LearningDeep Learning	CodeCode Available	0
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPT	Apr 10, 2023	Community DetectionGraph Classification	CodeCode Available	2
Investigating Graph Structure Information for Entity Alignment with Dangling Cases	Apr 10, 2023	Contrastive LearningEntity Alignment	—Unverified	0
DREAM: Adaptive Reinforcement Learning based on Attention Mechanism for Temporal Knowledge Graph Reasoning	Apr 8, 2023	Knowledge GraphsMissing Elements	—Unverified	0
Toward Practical Entity Alignment Method Design: Insights from New Highly Heterogeneous Knowledge Graph Datasets	Apr 7, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	0
High-Throughput Vector Similarity Search in Knowledge Graphs	Apr 4, 2023	Knowledge GraphsVocal Bursts Intensity Prediction	—Unverified	0
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment	Apr 4, 2023	AttributeEntity Alignment	—Unverified	0
Knowledge Graphs in Practice: Characterizing their Users, Challenges, and Visualization Opportunities	Apr 3, 2023	Knowledge Graphs	CodeCode Available	0
Enhancing Clinical Evidence Recommendation with Multi-Channel Heterogeneous Learning on Evidence Graphs	Apr 3, 2023	Decision MakingKnowledge Graphs	—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