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 1721–1730 of 2974 papers

Title	Date	Tasks	Status	Hype
Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense Inference	May 1, 2022	Contrastive LearningDiversity	CodeCode Available	1
Toward Knowledge-Enriched Conversational Recommendation Systems	May 1, 2022	Conversational RecommendationKnowledge Graphs	—Unverified	0
Knowledge Graph Embedding by Adaptive Limit Scoring Loss Using Dynamic Weighting Strategy	May 1, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Learning Reasoning Patterns for Relational Triple Extraction with Mutual Generation of Text and Graph	May 1, 2022	Graph GenerationKnowledge Graphs	—Unverified	0
Uncovering Values: Detecting Latent Moral Content from Natural Language with Explainable and Non-Trained Methods	May 1, 2022	Knowledge GraphsNatural Language Inference	CodeCode Available	0
TempCaps: A Capsule Network-based Embedding Model for Temporal Knowledge Graph Completion	May 1, 2022	Entity EmbeddingsKnowledge Graph Completion	CodeCode Available	0
On Masked Language Models for Contextual Link Prediction	May 1, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Identifying relevant common sense information in knowledge graphs	May 1, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	0
KERMIT - A Transformer-Based Approach for Knowledge Graph Matching	Apr 29, 2022	Graph MatchingKnowledge Graphs	—Unverified	0
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph	Apr 28, 2022	Entity AlignmentGenerative Adversarial Network	—Unverified	0

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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