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 951–960 of 2974 papers

Title	Date	Tasks	Status
An Open Knowledge Graph-Based Approach for Mapping Concepts and Requirements between the EU AI Act and International Standards	Aug 21, 2024	Knowledge GraphsNavigate	—Unverified
Domain-Transferable Method for Named Entity Recognition Task	Nov 24, 2020	Knowledge Graphsnamed-entity-recognition	—Unverified
Collaborative Knowledge Graph Fusion by Exploiting the Open Corpus	Jun 15, 2022	Event ExtractionKnowledge Graphs	—Unverified
A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models	Feb 16, 2024	Contrastive LearningKnowledge Graphs	—Unverified
Explainable Session-based Recommendation via Path Reasoning	Feb 28, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	—Unverified
Explainable Sparse Knowledge Graph Completion via High-order Graph Reasoning Network	Jul 14, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs	Jan 1, 2021	Graph Representation LearningKnowledge Graphs	—Unverified
Explaining GNN over Evolving Graphs using Information Flow	Nov 19, 2021	Knowledge Graphs	—Unverified
BioIE: Biomedical Information Extraction with Multi-head Attention Enhanced Graph Convolutional Network	Oct 26, 2021	Knowledge GraphsRelation	—Unverified
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization	Oct 3, 2024	Anomaly DetectionAttribute	—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