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 1951–1960 of 2974 papers

Title	Date	Tasks	Status	Hype
Explaining Knowledge Graph Embedding via Latent Rule Learning	Sep 29, 2021	Graph EmbeddingKnowledge Distillation	—Unverified	0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge Graphs	Sep 29, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	0
Explainable GNN-Based Models over Knowledge Graphs	Sep 29, 2021	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Neuro-Symbolic Ontology-Mediated Query Answering	Sep 29, 2021	Data AugmentationKnowledge Graphs	—Unverified	0
GreaseLM: Graph REASoning Enhanced Language Models	Sep 29, 2021	Knowledge GraphsMedical Question Answering	—Unverified	0
Efficient Training and Inference of Hypergraph Reasoning Networks	Sep 29, 2021	Knowledge GraphsLogical Reasoning	—Unverified	0
Stop just recalling memorized relations: Extracting Unseen Relational Triples from the context	Sep 29, 2021	Knowledge GraphsMemorization	—Unverified	0
BiQUE: Biquaternionic Embeddings of Knowledge Graphs	Sep 29, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Path Based Hierarchical Clustering on Knowledge Graphs	Sep 27, 2021	ClusteringKnowledge Graphs	CodeCode Available	0
Updating Embeddings for Dynamic Knowledge Graphs	Sep 22, 2021	Knowledge GraphsLink Prediction	—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