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 1181–1190 of 2974 papers

Title	Date	Tasks	Status	Hype
A Personalized Recommender System Based-on Knowledge Graph Embeddings	Jul 20, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified	0
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language Models	Jul 18, 2023	Entity AlignmentEntity Embeddings	CodeCode Available	1
Neurosymbolic AI for Reasoning on Biomedical Knowledge Graphs	Jul 17, 2023	Knowledge Graphs	—Unverified	0
Bayesian inference for data-efficient, explainable, and safe robotic motion planning: A review	Jul 16, 2023	Bayesian InferenceKnowledge Graphs	—Unverified	0
Knowledge Graph Enhanced Intelligent Tutoring System Based on Exercise Representativeness and Informativeness	Jul 15, 2023	cognitive diagnosisInformativeness	—Unverified	0
EFO_k-CQA: Towards Knowledge Graph Complex Query Answering beyond Set Operation	Jul 15, 2023	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph	Jul 15, 2023	HallucinationKnowledge Graphs	CodeCode Available	2
Explaining and visualizing black-box models through counterfactual paths	Jul 15, 2023	counterfactualExplainable Artificial Intelligence (XAI)	CodeCode Available	0
Temporal Fact Reasoning over Hyper-Relational Knowledge Graphs	Jul 14, 2023	Knowledge GraphsLink Prediction	CodeCode Available	0
Using Large Language Models for Zero-Shot Natural Language Generation from Knowledge Graphs	Jul 14, 2023	KG-to-Text GenerationKnowledge Graphs	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