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 521–530 of 2974 papers

Title	Date	Tasks	Status	Hype
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic Enhancement	Oct 12, 2023	Contrastive LearningData Augmentation	CodeCode Available	1
DEER: Descriptive Knowledge Graph for Explaining Entity Relationships	May 21, 2022	BIG-bench Machine LearningDescriptive	CodeCode Available	1
DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNN	Aug 26, 2021	Knowledge GraphsRecommendation Systems	CodeCode Available	1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge Graphs	Oct 26, 2021	Knowledge GraphsNegation	CodeCode Available	1
DWUG: A large Resource of Diachronic Word Usage Graphs in Four Languages	Apr 17, 2021	ClusteringKnowledge Graphs	CodeCode Available	1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report Generation	Mar 18, 2023	Contrastive LearningDecoder	CodeCode Available	1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering	May 2, 2020	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation	Mar 17, 2022	Entity EmbeddingsFederated Learning	CodeCode Available	1
Embedding Logical Queries on Knowledge Graphs	Jun 5, 2018	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Complex Temporal Question Answering on Knowledge Graphs	Sep 18, 2021	16kEntity Embeddings	CodeCode Available	1

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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