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 2611–2620 of 2974 papers

Title	Date	Tasks	Status
Detecting Cross-Language Plagiarism using Open Knowledge Graphs	Nov 18, 2021	Knowledge GraphsMachine Translation	CodeCode Available
Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge Graphs	Dec 28, 2024	Knowledge GraphsRepresentation Learning	CodeCode Available
Leveraging Pre-trained Language Models for Time Interval Prediction in Text-Enhanced Temporal Knowledge Graphs	Sep 28, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Dependency-aware Self-training for Entity Alignment	Nov 29, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available
Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistance	May 27, 2024	Knowledge GraphsText2Sparql	CodeCode Available
Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge Graphs	Oct 4, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available
Knowledge Hypergraphs: Prediction Beyond Binary Relations	Jun 1, 2019	Entity EmbeddingsKnowledge Graph Completion	CodeCode Available
Leveraging Wikidata's edit history in knowledge graph refinement tasks	Oct 27, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Symbolic image detection using scene and knowledge graphs	Jun 10, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available
Reasoning over RDF Knowledge Bases using Deep Learning	Nov 9, 2018	Deep LearningKnowledge Graphs	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