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 611–620 of 2974 papers

Title	Date	Tasks	Status	Hype
Graphusion: Leveraging Large Language Models for Scientific Knowledge Graph Fusion and Construction in NLP Education	Jul 15, 2024	graph constructionKnowledge Graphs	CodeCode Available	1
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive Propagation	Jul 15, 2024	Knowledge Graphs	CodeCode Available	0
Generating SROI^- Ontologies via Knowledge Graph Query Embedding Learning	Jul 12, 2024	Knowledge Graphs	CodeCode Available	0
Converging Paradigms: The Synergy of Symbolic and Connectionist AI in LLM-Empowered Autonomous Agents	Jul 11, 2024	Decision MakingKnowledge Graphs	—Unverified	0
Explaining Graph Neural Networks for Node Similarity on Graphs	Jul 10, 2024	Knowledge Graphs	—Unverified	0
Combining Knowledge Graphs and Large Language Models	Jul 9, 2024	Knowledge GraphsText Generation	—Unverified	0
Simple and Interpretable Probabilistic Classifiers for Knowledge Graphs	Jul 9, 2024	Knowledge Graphs	CodeCode Available	0
MST5 -- Multilingual Question Answering over Knowledge Graphs	Jul 8, 2024	DiversityGraph Question Answering	CodeCode Available	0
Fast and Continual Knowledge Graph Embedding via Incremental LoRA	Jul 8, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions	Jul 8, 2024	HallucinationKnowledge Graphs	CodeCode Available	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