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 981–990 of 2974 papers

Title	Date	Tasks	Status
Exploring the Suitability of Semantic Spaces as Word Association Models for the Extraction of Semantic Relationships	Apr 29, 2020	Knowledge GraphsRelation	—Unverified
Domain-specific Knowledge Graphs: A survey	Oct 31, 2020	Knowledge GraphsSurvey	—Unverified
Domain and Range Aware Synthetic Negatives Generation for Knowledge Graph Embedding Models	Nov 22, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Domain Adaptation for Large-Vocabulary Object Detectors	Jan 13, 2024	Domain AdaptationKnowledge Graphs	—Unverified
Biographical: A Semi-Supervised Relation Extraction Dataset	May 2, 2022	ArticlesKnowledge Graphs	—Unverified
Extending TWIG: Zero-Shot Predictive Hyperparameter Selection for KGEs based on Graph Structure	Dec 19, 2024	General KnowledgeKnowledge Graph Embeddings	—Unverified
EXTRACT: Explainable Transparent Control of Bias in Embeddings	Oct 31, 2023	Graph EmbeddingKnowledge Graph Embeddings	—Unverified
Extracting Conceptual Knowledge from Natural Language Text Using Maximum Likelihood Principle	Sep 19, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results	Sep 21, 2021	Joint Entity and Relation ExtractionKnowledge Graphs	—Unverified
GeoAI for Knowledge Graph Construction: Identifying Causality Between Cascading Events to Support Environmental Resilience Research	Nov 11, 2022	graph constructionKnowledge 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