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 541–550 of 2974 papers

Title	Date	Tasks	Status	Hype
SEEK: Segmented Embedding of Knowledge Graphs	May 2, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering	May 2, 2020	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Explainable Link Prediction for Emerging Entities in Knowledge Graphs	May 1, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering	May 1, 2020	Knowledge GraphsQuestion Answering	CodeCode Available	1
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion	Apr 30, 2020	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
ENT-DESC: Entity Description Generation by Exploring Knowledge Graph	Apr 30, 2020	Graph-to-SequenceKG-to-Text Generation	CodeCode Available	1
Out-of-Sample Representation Learning for Multi-Relational Graphs	Apr 28, 2020	Knowledge GraphsRepresentation Learning	CodeCode Available	1
KACC: A Multi-task Benchmark for Knowledge Abstraction, Concretization and Completion	Apr 28, 2020	Knowledge GraphsTransfer Learning	CodeCode Available	1
TransEdge: Translating Relation-contextualized Embeddings for Knowledge Graphs	Apr 22, 2020	Entity AlignmentEntity Embeddings	CodeCode Available	1
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction	Apr 21, 2020	Graph EmbeddingKnowledge Graph Embedding	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