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 1631–1640 of 2974 papers

Title	Date	Tasks	Status
Neural, Symbolic and Neural-Symbolic Reasoning on Knowledge Graphs	Oct 12, 2020	Information RetrievalKnowledge Graph Completion	—Unverified
Neural-Symbolic Reasoning over Knowledge Graph for Multi-stage Explainable Recommendation	Jul 26, 2020	Explainable RecommendationKnowledge Graphs	—Unverified
Neural-Symbolic Reasoning over Knowledge Graphs: A Survey from a Query Perspective	Nov 30, 2024	Knowledge Graphs	—Unverified
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases	May 5, 2020	Graph Neural NetworkKnowledge Graphs	—Unverified
Neural Theorem Provers Delineating Search Area Using RNN	Mar 14, 2022	Computational EfficiencyKnowledge Graphs	—Unverified
Neural Variational Inference For Embedding Knowledge Graphs	May 1, 2019	Knowledge GraphsVariational Inference	—Unverified
Neurosymbolic AI for Reasoning on Biomedical Knowledge Graphs	Jul 17, 2023	Knowledge Graphs	—Unverified
Neurosymbolic AI for Reasoning over Knowledge Graphs: A Survey	Feb 14, 2023	Knowledge GraphsSurvey	—Unverified
Neuro-Symbolic Entity Alignment via Variational Inference	Oct 5, 2024	Entity AlignmentKnowledge Graphs	—Unverified
Neurosymbolic Methods for Dynamic Knowledge Graphs	Sep 6, 2024	Entity AlignmentKnowledge Graphs	—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