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 1741–1750 of 2974 papers

Title	Date	Tasks	Status
NASA Science Mission Directorate Knowledge Graph Discovery	Mar 20, 2023	Knowledge Graphs	—Unverified
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
FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering	Mar 19, 2023	Common Sense ReasoningInformation Retrieval	—Unverified
ALIST: Associative Logic for Inference, Storage and Transfer. A Lingua Franca for Inference on the Web	Mar 12, 2023	Information RetrievalKnowledge Graphs	—Unverified
LUKE-Graph: A Transformer-based Approach with Gated Relational Graph Attention for Cloze-style Reading Comprehension	Mar 12, 2023	Common Sense ReasoningGraph Attention	—Unverified
Sparse and Local Networks for Hypergraph Reasoning	Mar 9, 2023	Knowledge GraphsWorld Knowledge	—Unverified
Comprehensive Event Representations using Event Knowledge Graphs and Natural Language Processing	Mar 8, 2023	Event ExtractionKnowledge Graph Completion	—Unverified
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges	Mar 4, 2023	Knowledge Graphs	—Unverified
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks	Mar 2, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
Joint Representations of Text and Knowledge Graphs for Retrieval and Evaluation	Feb 28, 2023	Data AugmentationKnowledge 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