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 2631–2640 of 2974 papers

Title	Date	Tasks	Status
Research Commentary on Recommendations with Side Information: A Survey and Research Directions	Sep 19, 2019	Knowledge GraphsRecommendation Systems	—Unverified
K-BERT: Enabling Language Representation with Knowledge Graph	Sep 17, 2019	Knowledge GraphsSentence	CodeCode Available
Bridging Visual Perception with Contextual Semantics for Understanding Robot Manipulation Tasks	Sep 16, 2019	AttributeCommon Sense Reasoning	—Unverified
RuDaS: Synthetic Datasets for Rule Learning and Evaluation Tools	Sep 16, 2019	Inductive knowledge graph completionInductive logic programming	CodeCode Available
HapPenIng: Happen, Predict, Infer -- Event Series Completion in a Knowledge Graph	Sep 12, 2019	Cultural Vocal Bursts Intensity PredictionKnowledge Graphs	—Unverified
How to make latent factors interpretable by feeding Factorization machines with knowledge graphs	Sep 11, 2019	InformativenessKnowledge Graphs	CodeCode Available
Combination of Unified Embedding Model and Observed Features for Knowledge Graph Completion	Sep 9, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Structured Query Construction via Knowledge Graph Embedding	Sep 6, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Identifying and Explaining Discriminative Attributes	Sep 5, 2019	AttributeKnowledge Graphs	CodeCode Available

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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