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 911–920 of 2974 papers

Title	Date	Tasks	Status	Hype
Synthetic Multimodal Dataset for Empowering Safety and Well-being in Home Environments	Jan 26, 2024	Knowledge Graphs	—Unverified	0
Are We Wasting Time? A Fast, Accurate Performance Evaluation Framework for Knowledge Graph Link Predictors	Jan 25, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Parameter-Efficient Conversational Recommender System as a Language Processing Task	Jan 25, 2024	Dialogue GenerationKnowledge Graphs	CodeCode Available	1
A Survey of Deep Learning and Foundation Models for Time Series Forecasting	Jan 25, 2024	Deep LearningKnowledge Graphs	—Unverified	0
IICONGRAPH: improved Iconographic and Iconological Statements in Knowledge Graphs	Jan 24, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
Building Contextual Knowledge Graphs for Personalized Learning Recommendations using Text Mining and Semantic Graph Completion	Jan 24, 2024	Knowledge GraphsRelation Extraction	—Unverified	0
Fine-Grained Stateful Knowledge Exploration: A Novel Paradigm for Integrating Knowledge Graphs with Large Language Models	Jan 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	0
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning	Jan 23, 2024	Knowledge Graphs	—Unverified	0
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment Decoding	Jan 23, 2024	Entity AlignmentEntity Embeddings	CodeCode Available	0
Context Matters: Pushing the Boundaries of Open-Ended Answer Generation with Graph-Structured Knowledge Context	Jan 23, 2024	Answer GenerationCommunity Question Answering	—Unverified	0

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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