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 881–890 of 2974 papers

Title	Date	Tasks	Status
Generating Knowledge Graphs from Large Language Models: A Comparative Study of GPT-4, LLaMA 2, and BERT	Dec 10, 2024	Knowledge GraphsSemantic Similarity	—Unverified
Fine-grained graph representation learning for heterogeneous mobile networks with attentive fusion and contrastive learning	Dec 10, 2024	Contrastive LearningGraph Representation Learning	—Unverified
KITE-DDI: A Knowledge graph Integrated Transformer Model for accurately predicting Drug-Drug Interaction Events from Drug SMILES and Biomedical Knowledge Graph	Dec 8, 2024	Knowledge Graphs	—Unverified
Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design	Dec 8, 2024	Knowledge GraphsOpen-Domain Question Answering	—Unverified
Automated Extraction and Creation of FBS Design Reasoning Knowledge Graphs from Structured Data in Product Catalogues Lacking Contextual Information	Dec 8, 2024	Knowledge Graphs	—Unverified
Ranking Narrative Query Graphs for Biomedical Document Retrieval (Technical Report)	Dec 6, 2024	Knowledge GraphsRetrieval	CodeCode Available
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning	Dec 6, 2024	Contrastive LearningGraph Question Answering	—Unverified
Improving data sharing and knowledge transfer via the Neuroelectrophysiology Analysis Ontology (NEAO)	Dec 6, 2024	Knowledge GraphsTransfer Learning	—Unverified
LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs	Dec 6, 2024	Entity AlignmentEntity Embeddings	—Unverified
Anomaly Detection and Classification in Knowledge Graphs	Dec 6, 2024	Anomaly DetectionClassification	—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