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 1401–1410 of 2974 papers

Title	Date	Tasks	Status
A review of feature selection strategies utilizing graph data structures and knowledge graphs	Jun 21, 2024	feature selectionKnowledge Graphs	—Unverified
Entity Type Prediction Leveraging Graph Walks and Entity Descriptions	Jul 28, 2022	Entity TypingKnowledge Graphs	—Unverified
Entity Type Prediction in Knowledge Graphs using Embeddings	Apr 28, 2020	Entity TypingInformation Retrieval	—Unverified
ChronoR: Rotation Based Temporal Knowledge Graph Embedding	Mar 18, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Entity Profiling in Knowledge Graphs	Feb 29, 2020	Knowledge GraphsRepresentation Learning	—Unverified
Entity Prediction in Knowledge Graphs with Joint Embeddings	Jun 1, 2021	Active LearningKnowledge Graphs	—Unverified
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support	Mar 29, 2025	Answer GenerationArticles	—Unverified
Entity Extraction from Wikipedia List Pages	Mar 11, 2020	Entity Extraction using GANKnowledge Graphs	—Unverified
Chinese Hypernym-Hyponym Extraction from User Generated Categories	Dec 1, 2016	Knowledge GraphsMachine Translation	—Unverified
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web	Mar 29, 2021	Entity EmbeddingsGraph Learning	—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