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 1371–1380 of 2974 papers

Title	Date	Tasks	Status	Hype
Enhancing Embedding Representations of Biomedical Data using Logic Knowledge	Mar 23, 2023	Knowledge Graph CompletionKnowledge Graph Embeddings	—Unverified	0
GrapeQA: GRaph Augmentation and Pruning to Enhance Question-Answering	Mar 22, 2023	Common Sense ReasoningKnowledge Graphs	—Unverified	0
From Wide to Deep: Dimension Lifting Network for Parameter-efficient Knowledge Graph Embedding	Mar 22, 2023	Graph EmbeddingKnowledge Distillation	—Unverified	0
In-depth analysis of music structure as a text network	Mar 21, 2023	Knowledge GraphsPhilosophy	—Unverified	0
Modeling Relational Patterns for Logical Query Answering over Knowledge Graphs	Mar 21, 2023	Inductive BiasKnowledge Graphs	—Unverified	0
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphs	Mar 20, 2023	Cloud ComputingKnowledge Graphs	CodeCode Available	0
IMF: Interactive Multimodal Fusion Model for Link Prediction	Mar 20, 2023	Contrastive LearningKnowledge Graphs	CodeCode Available	1
NASA Science Mission Directorate Knowledge Graph Discovery	Mar 20, 2023	Knowledge Graphs	—Unverified	0
FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering	Mar 19, 2023	Common Sense ReasoningInformation Retrieval	—Unverified	0
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report Generation	Mar 18, 2023	Contrastive LearningDecoder	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