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 2811–2820 of 2974 papers

Title	Date	Tasks	Status
Generating Table Vector Representations	Oct 28, 2021	Knowledge GraphsTransfer Learning	—Unverified
Geo-Semantic-Parsing: AI-powered geoparsing by traversing semantic knowledge graphs	Mar 3, 2025	Knowledge GraphsSemantic Parsing	—Unverified
Dependently Typed Knowledge Graphs	Mar 8, 2020	Knowledge Graphs	—Unverified
Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact	Aug 27, 2023	Knowledge GraphsQuestion Answering	—Unverified
Generative Adversarial Zero-shot Learning via Knowledge Graphs	Apr 7, 2020	Attributeimage-classification	—Unverified
Democratising Knowledge Representation with BioCypher	Dec 27, 2022	Federated LearningKnowledge Graphs	—Unverified
DEMENTIA-PLAN: An Agent-Based Framework for Multi-Knowledge Graph Retrieval-Augmented Generation in Dementia Care	Mar 26, 2025	Knowledge GraphsResponse Generation	—Unverified
Generic Statistical Relational Entity Resolution in Knowledge Graphs	Jul 4, 2016	Entity ResolutionKnowledge Graphs	—Unverified
Soft Marginal TransE for Scholarly Knowledge Graph Completion	Apr 27, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph	Apr 28, 2022	Entity AlignmentGenerative Adversarial Network	—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