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 2821–2830 of 2974 papers

Title	Date	Tasks	Status
Explainable Reasoning over Knowledge Graphs for Recommendation	Nov 12, 2018	Knowledge GraphsRecommendation Systems	CodeCode Available
Conversational Semantic Parsing using Dynamic Context Graphs	May 4, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available
Variational Reasoning for Question Answering with Knowledge Graph	Sep 12, 2017	Knowledge GraphsQuestion Answering	CodeCode Available
TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge Graphs	Feb 26, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity Alignment	Oct 10, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available
Explainable Enrichment-Driven GrAph Reasoner (EDGAR) for Large Knowledge Graphs with Applications in Drug Repurposing	Sep 27, 2024	Knowledge GraphsLink Prediction	CodeCode Available
Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs	Oct 1, 2024	Conversational SearchKnowledge Graphs	CodeCode Available
A Hierarchical N-Gram Framework for Zero-Shot Link Prediction	Apr 16, 2022	Knowledge GraphsLink Prediction	CodeCode Available
Explaining and visualizing black-box models through counterfactual paths	Jul 15, 2023	counterfactualExplainable Artificial Intelligence (XAI)	CodeCode Available
eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path Rules	Dec 6, 2024	Knowledge GraphsLink Prediction	CodeCode Available

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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