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 926–950 of 2974 papers

Title	Date	Tasks	Status	Score
Detection-Fusion for Knowledge Graph Extraction from Videos	Dec 30, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	5
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding	Oct 8, 2022	document understandingKnowledge Graphs	CodeCode Available	5
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge Graphs	Jun 5, 2023	Entity AlignmentKnowledge Distillation	CodeCode Available	5
EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text Generation	Oct 30, 2021	KG-to-Text GenerationKnowledge Graphs	CodeCode Available	5
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling	Jul 1, 2019	Knowledge GraphsLanguage Modeling	CodeCode Available	5
Detecting Cross-Language Plagiarism using Open Knowledge Graphs	Nov 18, 2021	Knowledge GraphsMachine Translation	CodeCode Available	5
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling	Jun 17, 2019	Knowledge GraphsLanguage Modeling	CodeCode Available	5
K-BERT: Enabling Language Representation with Knowledge Graph	Sep 17, 2019	Knowledge GraphsSentence	CodeCode Available	5
EVKG: An Interlinked and Interoperable Electric Vehicle Knowledge Graph for Smart Transportation System	Apr 10, 2023	Decision MakingKnowledge Graphs	CodeCode Available	5
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance Prediction	Feb 23, 2023	ArticlesKnowledge Graphs	CodeCode Available	5
BanglaAutoKG: Automatic Bangla Knowledge Graph Construction with Semantic Neural Graph Filtering	Apr 4, 2024	graph constructionInformation Retrieval	CodeCode Available	5
Jointly Learning Entity and Relation Representations for Entity Alignment	Sep 20, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	5
Dependency-aware Self-training for Entity Alignment	Nov 29, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available	5
Background Knowledge in Schema Matching: Strategy vs. Data	Jun 29, 2021	Knowledge Graphs	CodeCode Available	5
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with Intersection	Sep 13, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	5
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph	Mar 9, 2019	Explainable RecommendationKnowledge Graphs	CodeCode Available	5
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy	Aug 11, 2020	Computational EfficiencyEntity Embeddings	CodeCode Available	5
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive Propagation	Jul 15, 2024	Knowledge Graphs	CodeCode Available	5
eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path Rules	Dec 6, 2024	Knowledge GraphsLink Prediction	CodeCode Available	5
An End-to-End Neighborhood-based Interaction Model for Knowledge-enhanced Recommendation	Aug 12, 2019	Click-Through Rate PredictionKnowledge Graphs	CodeCode Available	5
Explaining and visualizing black-box models through counterfactual paths	Jul 15, 2023	counterfactualExplainable Artificial Intelligence (XAI)	CodeCode Available	5
Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge Graphs	Feb 19, 2025	Data AugmentationGraph Learning	CodeCode Available	5
Cognitive Knowledge Graph Reasoning for One-shot Relational Learning	Jun 13, 2019	Knowledge GraphsRelational Reasoning	CodeCode Available	5
CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework	Dec 21, 2024	Knowledge GraphsRelation	CodeCode Available	5
A Video-grounded Dialogue Dataset and Metric for Event-driven Activities	Jan 30, 2025	Knowledge GraphsResponse Generation	CodeCode Available	5

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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