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 1781–1790 of 2974 papers

Title	Date	Tasks	Status
IndeGx: A Model and a Framework for Indexing RDF Knowledge Graphs with SPARQL-based Test Suits	Jan 23, 2023	Knowledge Graphs	CodeCode Available
Introducing Expertise Logic into Graph Representation Learning from A Causal Perspective	Jan 20, 2023	Graph Representation LearningKnowledge Graphs	—Unverified
Who Should I Engage with At What Time? A Missing Event Aware Temporal Graph Neural Network	Jan 20, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available
Towards Improving the Explainability of Text-based Information Retrieval with Knowledge Graphs	Jan 17, 2023	Information RetrievalKnowledge Graphs	CodeCode Available
Modeling the evolution of temporal knowledge graphs with uncertainty	Jan 12, 2023	Gaussian ProcessesGraph Neural Network	—Unverified
Language Models sounds the Death Knell of Knowledge Graphs	Jan 10, 2023	Knowledge GraphsLanguage Modelling	—Unverified
There is No Big Brother or Small Brother: Knowledge Infusion in Language Models for Link Prediction and Question Answering	Jan 10, 2023	Knowledge GraphsLink Prediction	CodeCode Available
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules	Jan 7, 2023	Knowledge Graph CompletionKnowledge Graph Embeddings	—Unverified
Multi-Aspect Explainable Inductive Relation Prediction by Sentence Transformer	Jan 4, 2023	Inductive Relation PredictionKnowledge Graphs	CodeCode Available
A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge	Jan 3, 2023	Few-Shot LearningGraph Representation Learning	—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