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 1981–1990 of 2974 papers

Title	Date	Tasks	Status
GRAPHYP: A Scientific Knowledge Graph with Manifold Subnetworks of Communities. Detection of Scholarly Disputes in Adversarial Information Routes	May 3, 2022	Knowledge Graphs	—Unverified
Biographical: A Semi-Supervised Relation Extraction Dataset	May 2, 2022	ArticlesKnowledge Graphs	—Unverified
Positive-Unlabeled Learning with Adversarial Data Augmentation for Knowledge Graph Completion	May 2, 2022	Data AugmentationKnowledge Graph Completion	—Unverified
Toward Knowledge-Enriched Conversational Recommendation Systems	May 1, 2022	Conversational RecommendationKnowledge Graphs	—Unverified
Extraction of Diagnostic Reasoning Relations for Clinical Knowledge Graphs	May 1, 2022	Clinical KnowledgeDiagnostic	—Unverified
Learning Reasoning Patterns for Relational Triple Extraction with Mutual Generation of Text and Graph	May 1, 2022	Graph GenerationKnowledge Graphs	—Unverified
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings	May 1, 2022	DecoderFact Selection	CodeCode Available
On Masked Language Models for Contextual Link Prediction	May 1, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Uncovering Values: Detecting Latent Moral Content from Natural Language with Explainable and Non-Trained Methods	May 1, 2022	Knowledge GraphsNatural Language Inference	CodeCode Available
TempCaps: A Capsule Network-based Embedding Model for Temporal Knowledge Graph Completion	May 1, 2022	Entity EmbeddingsKnowledge Graph Completion	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