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 2161–2170 of 2974 papers

Title	Date	Tasks	Status
A Topological View of Rule Learning in Knowledge Graphs	Sep 29, 2021	Inductive Relation PredictionKnowledge Graph Completion	—Unverified
Explainable GNN-Based Models over Knowledge Graphs	Sep 29, 2021	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Stop just recalling memorized relations: Extracting Unseen Relational Triples from the context	Sep 29, 2021	Knowledge GraphsMemorization	—Unverified
Explaining Knowledge Graph Embedding via Latent Rule Learning	Sep 29, 2021	Graph EmbeddingKnowledge Distillation	—Unverified
Path Based Hierarchical Clustering on Knowledge Graphs	Sep 27, 2021	ClusteringKnowledge Graphs	CodeCode Available
Updating Embeddings for Dynamic Knowledge Graphs	Sep 22, 2021	Knowledge GraphsLink Prediction	—Unverified
Distilling Relation Embeddings from Pre-trained Language Models	Sep 21, 2021	Knowledge GraphsLanguage Modeling	—Unverified
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results	Sep 21, 2021	Joint Entity and Relation ExtractionKnowledge Graphs	—Unverified
Recommender systems based on graph embedding techniques: A comprehensive review	Sep 20, 2021	Graph EmbeddingKnowledge Graphs	CodeCode Available
Commonsense Knowledge in Word Associations and ConceptNet	Sep 20, 2021	General KnowledgeKnowledge 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