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 2591–2600 of 2974 papers

Title	Date	Tasks	Status
Path-Based Contextualization of Knowledge Graphs for Textual Entailment	Nov 5, 2019	Knowledge GraphsNatural Language Inference	—Unverified
Infusing Knowledge into the Textual Entailment Task Using Graph Convolutional Networks	Nov 5, 2019	Knowledge GraphsNatural Language Inference	—Unverified
Relation Prediction for Unseen-Entities Using Entity-Word Graphs	Nov 1, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Learning to Update Knowledge Graphs by Reading News	Nov 1, 2019	Knowledge Graphs	—Unverified
Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model	Nov 1, 2019	Entity AlignmentGraph Attention	CodeCode Available
Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment	Nov 1, 2019	Entity AlignmentKnowledge Graphs	—Unverified
CaRe: Open Knowledge Graph Embeddings	Nov 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Machine Reading Comprehension Using Structural Knowledge Graph-aware Network	Nov 1, 2019	Knowledge GraphsMachine Reading Comprehension	—Unverified
Reasoning Over Paths via Knowledge Base Completion	Nov 1, 2019	Knowledge Base CompletionKnowledge Graphs	—Unverified
DBee: A Database for Creating and Managing Knowledge Graphs and Embeddings	Nov 1, 2019	Knowledge Graphs	—Unverified

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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