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 1821–1830 of 2974 papers

Title	Date	Tasks	Status
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information	Nov 15, 2022	Inductive LearningKnowledge Graph Completion	—Unverified
Empowering Language Models with Knowledge Graph Reasoning for Question Answering	Nov 15, 2022	Knowledge GraphsLanguage Modeling	—Unverified
Heterogeneous Graph Sparsification for Efficient Representation Learning	Nov 14, 2022	Graph LearningKnowledge Graphs	—Unverified
GeoAI for Knowledge Graph Construction: Identifying Causality Between Cascading Events to Support Environmental Resilience Research	Nov 11, 2022	graph constructionKnowledge Graphs	—Unverified
Biomedical Multi-hop Question Answering Using Knowledge Graph Embeddings and Language Models	Nov 10, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
An Ensemble-based approach for assigning text to correct Harmonized system code	Nov 8, 2022	Knowledge GraphsNER	—Unverified
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning	Nov 8, 2022	Contrastive LearningKnowledge Graphs	CodeCode Available
Query-Specific Knowledge Graphs for Complex Finance Topics	Nov 8, 2022	Document RankingKnowledge Graphs	—Unverified
Hyperbolic Graph Representation Learning: A Tutorial	Nov 8, 2022	Graph LearningGraph Representation Learning	—Unverified
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces	Nov 7, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified

Show:10 25 50

← PrevPage 183 of 298Next →

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