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 951–960 of 2974 papers

Title	Date	Tasks	Status	Hype
Relation-Aware Question Answering for Heterogeneous Knowledge Graphs	Dec 19, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	0
Knowledge Graph Error Detection with Contrastive Confidence Adaption	Dec 19, 2023	Contrastive LearningKnowledge Graphs	CodeCode Available	1
Knowledge Graphs and Pre-trained Language Models enhanced Representation Learning for Conversational Recommender Systems	Dec 18, 2023	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge Graphs	Dec 18, 2023	Decision MakingKnowledge Graphs	CodeCode Available	0
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion	Dec 17, 2023	Entity AlignmentFederated Learning	—Unverified	0
M^2ConceptBase: A Fine-Grained Aligned Concept-Centric Multimodal Knowledge Base	Dec 16, 2023	cross-modal alignmentKnowledge Graphs	CodeCode Available	0
Inductive Link Prediction in Knowledge Graphs using Path-based Neural Networks	Dec 16, 2023	Entity EmbeddingsInductive Link Prediction	CodeCode Available	0
KGLens: Towards Efficient and Effective Knowledge Probing of Large Language Models with Knowledge Graphs	Dec 15, 2023	Knowledge Graphs	—Unverified	0
Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction	Dec 15, 2023	Graph Neural NetworkKnowledge Graphs	—Unverified	0
GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews	Dec 15, 2023	ArticlesKnowledge Graphs	—Unverified	0

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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