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 1881–1890 of 2974 papers

Title	Date	Tasks	Status
Semantic Parsing for Question Answering over Knowledge Graphs	Dec 1, 2023	DecoderGraph Neural Network	—Unverified
Semantics of the Black-Box: Can knowledge graphs help make deep learning systems more interpretable and explainable?	Oct 16, 2020	Knowledge Graphs	—Unverified
Semantics, Ontology and Explanation	Apr 21, 2023	Knowledge GraphsPhilosophy	—Unverified
Semantic TrueLearn: Using Semantic Knowledge Graphs in Recommendation Systems	Dec 8, 2021	Knowledge GraphsLifelong learning	—Unverified
Semantic Web and Creative AI -- A Technical Report from ISWS 2023	Jan 30, 2025	Knowledge GraphsPrompt Engineering	—Unverified
SemEval-2021 Task 8: MeasEval -- Extracting Counts and Measurements and their Related Contexts	Aug 1, 2021	Knowledge Base ConstructionKnowledge Graphs	—Unverified
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning	Nov 14, 2023	Knowledge GraphsLanguage Modeling	—Unverified
Sentiment and Knowledge Based Algorithmic Trading with Deep Reinforcement Learning	Jan 26, 2020	Algorithmic TradingDeep Reinforcement Learning	—Unverified
Separate-and-Aggregate: A Transformer-based Patch Refinement Model for Knowledge Graph Completion	Jul 11, 2023	Inductive BiasKnowledge Graph Completion	—Unverified
SERAG: Semantic Entity Retrieval from Arabic Knowledge Graphs	Apr 1, 2021	Entity EmbeddingsEntity Retrieval	—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