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
Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis	Jan 28, 2024	Knowledge GraphsMedical Diagnosis	—Unverified
Synthetic Multimodal Dataset for Empowering Safety and Well-being in Home Environments	Jan 26, 2024	Knowledge Graphs	—Unverified
Benchmarking Large Language Models in Complex Question Answering Attribution using Knowledge Graphs	Jan 26, 2024	BenchmarkingKnowledge Graphs	—Unverified
Are We Wasting Time? A Fast, Accurate Performance Evaluation Framework for Knowledge Graph Link Predictors	Jan 25, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
A Survey of Deep Learning and Foundation Models for Time Series Forecasting	Jan 25, 2024	Deep LearningKnowledge Graphs	—Unverified
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
Building Contextual Knowledge Graphs for Personalized Learning Recommendations using Text Mining and Semantic Graph Completion	Jan 24, 2024	Knowledge GraphsRelation Extraction	—Unverified
IICONGRAPH: improved Iconographic and Iconological Statements in Knowledge Graphs	Jan 24, 2024	Knowledge GraphsQuestion Answering	—Unverified
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning	Jan 23, 2024	Knowledge Graphs	—Unverified
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment Decoding	Jan 23, 2024	Entity AlignmentEntity Embeddings	CodeCode Available

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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