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
Is it a Fruit, an Apple or a Granny Smith? Predicting the Basic Level in a Concept Hierarchy	Oct 25, 2019	Knowledge Graphs	—Unverified
Is Knowledge Embedding Fully Exploited in Language Understanding? An Empirical Study	May 16, 2021	Knowledge Graph CompletionKnowledge Graphs	—Unverified
KG-MDL: Mining Graph Patterns in Knowledge Graphs with the MDL Principle	Sep 22, 2023	DescriptiveGraph Mining	—Unverified
iTelos -- Purpose Driven Knowledge Graph Generation	May 19, 2021	Graph GenerationKnowledge Graphs	—Unverified
GreaseLM: Graph REASoning Enhanced Language Models	Sep 29, 2021	Knowledge GraphsMedical Question Answering	—Unverified
Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning	Mar 21, 2019	Entity EmbeddingsKnowledge Graphs	—Unverified
Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction	Jul 3, 2023	graph constructionGraph Generation	—Unverified
IterefinE: Iterative KG Refinement Embeddings using Symbolic Knowledge	Jun 3, 2020	Knowledge Graphs	—Unverified
Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment	Jun 18, 2018	Entity AlignmentKnowledge Graphs	—Unverified
GREASE: A Generative Model for Relevance Search over Knowledge Graphs	Oct 11, 2019	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