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 551–560 of 2974 papers

Title	Date	Tasks	Status	Hype
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction	Apr 21, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Duplication Detection in Knowledge Graphs: Literature and Tools	Apr 17, 2020	Knowledge Graphs	CodeCode Available	1
KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven Conversation	Apr 8, 2020	Domain AdaptationKnowledge Graphs	CodeCode Available	1
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders	Apr 6, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1
Graph Hawkes Neural Network for Forecasting on Temporal Knowledge Graphs	Mar 30, 2020	Knowledge Graphs	CodeCode Available	1
What is Normal, What is Strange, and What is Missing in a Knowledge Graph: Unified Characterization via Inductive Summarization	Mar 23, 2020	Knowledge GraphsQuestion Answering	CodeCode Available	1
Self-Constructing Graph Convolutional Networks for Semantic Labeling	Mar 15, 2020	Graph ReconstructionKnowledge Graphs	CodeCode Available	1
Evaluating Logical Generalization in Graph Neural Networks	Mar 14, 2020	Continual LearningDiversity	CodeCode Available	1
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs	Mar 10, 2020	BenchmarkingEntity Alignment	CodeCode Available	1
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution	Mar 9, 2020	AttributeKnowledge 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