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 2551–2560 of 2974 papers

Title	Date	Tasks	Status
ActiveEA: Active Learning for Neural Entity Alignment	Oct 13, 2021	Active LearningEntity Alignment	CodeCode Available
Learning Granularity Representation for Temporal Knowledge Graph Completion	Aug 27, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
A Comparative Study on Structural and Semantic Properties of Sentence Embeddings	Sep 23, 2020	Knowledge GraphsRelation	CodeCode Available
Holographic Embeddings of Knowledge Graphs	Oct 16, 2015	Knowledge GraphsLink Prediction	CodeCode Available
Walk-and-Relate: A Random-Walk-based Algorithm for Representation Learning on Sparse Knowledge Graphs	Sep 19, 2022	Knowledge GraphsRepresentation Learning	CodeCode Available
Distance-Based Propagation for Efficient Knowledge Graph Reasoning	Nov 2, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Unsupervised Robust Cross-Lingual Entity Alignment via Neighbor Triple Matching with Entity and Relation Texts	Jul 22, 2024	Entity AlignmentKnowledge Graphs	CodeCode Available
Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models	Mar 30, 2025	Knowledge GraphsMultiple-choice	CodeCode Available
Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge Graphs	Sep 9, 2020	Knowledge GraphsLanguage Modelling	CodeCode Available
Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity Prediction	Dec 17, 2020	Drug DiscoveryGraph Attention	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