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 961–970 of 2974 papers

Title	Date	Tasks	Status	Hype
nuScenes Knowledge Graph -- A comprehensive semantic representation of traffic scenes for trajectory prediction	Dec 15, 2023	Knowledge GraphsPrediction	CodeCode Available	1
NestE: Modeling Nested Relational Structures for Knowledge Graph Reasoning	Dec 14, 2023	Knowledge GraphsLink Prediction	CodeCode Available	0
Graph vs. Sequence: An Empirical Study on Knowledge Forms for Knowledge-Grounded Dialogue	Dec 13, 2023	Knowledge GraphsModel Selection	—Unverified	0
CoRTEx: Contrastive Learning for Representing Terms via Explanations with Applications on Constructing Biomedical Knowledge Graphs	Dec 13, 2023	ClusteringContrastive Learning	CodeCode Available	0
Finding Paths for Explainable MOOC Recommendation: A Learner Perspective	Dec 11, 2023	Explainable RecommendationKnowledge Graphs	CodeCode Available	0
ConvD: Attention Enhanced Dynamic Convolutional Embeddings for Knowledge Graph Completion	Dec 11, 2023	Entity EmbeddingsKnowledge Graph Completion	—Unverified	0
Linguistic and Structural Basis of Engineering Design Knowledge	Dec 11, 2023	Common Sense ReasoningKnowledge Graphs	—Unverified	0
KnowGPT: Knowledge Graph based Prompting for Large Language Models	Dec 11, 2023	Knowledge GraphsPrompt Engineering	—Unverified	0
Vehicle Lane Change Prediction based on Knowledge Graph Embeddings and Bayesian Inference	Dec 11, 2023	Bayesian InferenceKnowledge Graph Embeddings	—Unverified	0
Learning to Denoise Biomedical Knowledge Graph for Robust Molecular Interaction Prediction	Dec 9, 2023	DenoisingDrug Discovery	CodeCode Available	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