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 761–770 of 2974 papers

Title	Date	Tasks	Status
Leveraging Knowledge Graphs and LLMs for Context-Aware Messaging	Mar 12, 2025	Entity LinkingEvent Detection	—Unverified
POINT: a web-based platform for pharmacological investigation enhanced by multi-omics networks and knowledge graphs	Mar 10, 2025	Drug DiscoveryKnowledge Graphs	—Unverified
Talking to GDELT Through Knowledge Graphs	Mar 10, 2025	ArticlesKnowledge Graphs	—Unverified
A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph	Mar 10, 2025	Anomaly DetectionDecoder	—Unverified
ExKG-LLM: Leveraging Large Language Models for Automated Expansion of Cognitive Neuroscience Knowledge Graphs	Mar 9, 2025	Decision MakingKnowledge Graphs	—Unverified
STAR: A Foundation Model-driven Framework for Robust Task Planning and Failure Recovery in Robotic Systems	Mar 8, 2025	Information RetrievalKnowledge Graphs	—Unverified
Interpretable High-order Knowledge Graph Neural Network for Predicting Synthetic Lethality in Human Cancers	Mar 8, 2025	Graph Neural NetworkKnowledge Graphs	—Unverified
Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs	Mar 7, 2025	Knowledge GraphsMixture-of-Experts	—Unverified
ZOGRASCOPE: A New Benchmark for Property Graphs	Mar 7, 2025	Knowledge GraphsSemantic Parsing	—Unverified
Matrix Factorization for Inferring Associations and Missing Links	Mar 6, 2025	Dimensionality ReductionInformation Retrieval	—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