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 901–910 of 2974 papers

Title	Date	Tasks	Status	Hype
SPARQL Generation with Entity Pre-trained GPT for KG Question Answering	Feb 1, 2024	Entity LinkingKnowledge Graphs	CodeCode Available	0
Prompt-Time Symbolic Knowledge Capture with Large Language Models	Feb 1, 2024	Knowledge Graphs	CodeCode Available	0
Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity Alignment	Jan 31, 2024	AttributeEntity Alignment	CodeCode Available	1
PipeNet: Question Answering with Semantic Pruning over Knowledge Graphs	Jan 31, 2024	Graph AttentionKnowledge Graphs	CodeCode Available	0
Two Heads Are Better Than One: Integrating Knowledge from Knowledge Graphs and Large Language Models for Entity Alignment	Jan 30, 2024	Entity AlignmentEntity Embeddings	—Unverified	0
Capturing Knowledge Graphs and Rules with Octagon Embeddings	Jan 29, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified	0
Type-based Neural Link Prediction Adapter for Complex Query Answering	Jan 29, 2024	Complex Query AnsweringKnowledge Graphs	—Unverified	0
Textual Entailment for Effective Triple Validation in Object Prediction	Jan 29, 2024	Knowledge Base PopulationKnowledge Graphs	CodeCode Available	0
Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis	Jan 28, 2024	Knowledge GraphsMedical Diagnosis	—Unverified	0
Synthetic Multimodal Dataset for Empowering Safety and Well-being in Home Environments	Jan 26, 2024	Knowledge Graphs	—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