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 2721–2730 of 2974 papers

Title	Date	Tasks	Status
Federated Knowledge Graph Completion via Latent Embedding Sharing and Tensor Factorization	Nov 17, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Direct Fact Retrieval from Knowledge Graphs without Entity Linking	May 21, 2023	Entity DisambiguationEntity Linking	—Unverified
Federated Knowledge Graph Unlearning via Diffusion Model	Mar 13, 2024	Federated LearningKnowledge Graphs	—Unverified
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion	Dec 17, 2023	Entity AlignmentFederated Learning	—Unverified
FeedLens: Polymorphic Lenses for Personalizing Exploratory Search over Knowledge Graphs	Aug 16, 2022	Knowledge Graphs	—Unverified
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information	Nov 15, 2022	Inductive LearningKnowledge Graph Completion	—Unverified
SimBow at SemEval-2017 Task 3: Soft-Cosine Semantic Similarity between Questions for Community Question Answering	Aug 1, 2017	Community Question AnsweringKnowledge Graphs	—Unverified
Few-Shot Knowledge Graph Completion with Data Fusion and Augmentation	Nov 16, 2021	Few-Shot LearningKnowledge Graph Completion	—Unverified
An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmap	Apr 19, 2023	Knowledge GraphsManagement	—Unverified
Few-shot Link Prediction on N-ary Facts	May 10, 2023	AttributeKnowledge 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