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 1461–1470 of 2974 papers

Title	Date	Tasks	Status
A RAG Approach for Generating Competency Questions in Ontology Engineering	Sep 13, 2024	Knowledge GraphsRAG	—Unverified
Enhancing Clinical Evidence Recommendation with Multi-Channel Heterogeneous Learning on Evidence Graphs	Apr 3, 2023	Decision MakingKnowledge Graphs	—Unverified
Causal Claims in Economics	Jan 12, 2025	Causal InferenceKnowledge Graphs	—Unverified
EnhancE：Enhanced Entity and Relation Embedding for Knowledge Hypergraph Link Prediction	Apr 30, 2023	Knowledge GraphsLink Prediction	—Unverified
CaRe: Open Knowledge Graph Embeddings	Nov 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
A Probit Tensor Factorization Model For Relational Learning	Nov 6, 2021	Knowledge GraphsLink Prediction	—Unverified
ECOLA: Enhanced Temporal Knowledge Embeddings with Contextualized Language Representations	Mar 17, 2022	Graph EmbeddingKnowledge Graph Completion	—Unverified
Enhanced Knowledge Graphs Using Typed Entailment Graphs	Jan 20, 2022	Knowledge GraphsOpen Information Extraction	—Unverified
Engineering Semantic Communication: A Survey	Aug 12, 2022	Knowledge GraphsSemantic Communication	—Unverified
Engineering Knowledge Graph from Patent Database	Jun 12, 2021	Knowledge Graphs	—Unverified

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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