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 1711–1720 of 2974 papers

Title	Date	Tasks	Status
Positive-Unlabeled Learning with Adversarial Data Augmentation for Knowledge Graph Completion	May 2, 2022	Data AugmentationKnowledge Graph Completion	—Unverified
Power Transformer Fault Prediction Based on Knowledge Graphs	Feb 11, 2024	Knowledge GraphsPrediction	—Unverified
Power-up! What Can Generative Models Do for Human Computation Workflows?	Jul 5, 2023	Knowledge Graphs	—Unverified
PRAGyan -- Connecting the Dots in Tweets	Jul 18, 2024	Decision MakingKnowledge Graphs	—Unverified
Precision Empowers, Excess Distracts: Visual Question Answering With Dynamically Infused Knowledge In Language Models	Jun 14, 2024	DecoderKnowledge Graphs	—Unverified
Predicting Drug-Drug Interactions Using Knowledge Graphs	Aug 8, 2023	Graph Neural NetworkKnowledge Graphs	—Unverified
Predicting Rich Drug-Drug Interactions via Biomedical Knowledge Graphs and Text Jointly Embedding	Dec 24, 2017	Graph EmbeddingKnowledge Graphs	—Unverified
Predicting the Co-Evolution of Event and Knowledge Graphs	Dec 21, 2015	Knowledge GraphsRepresentation Learning	—Unverified
Predicting the Road Ahead: A Knowledge Graph based Foundation Model for Scene Understanding in Autonomous Driving	Mar 24, 2025	Autonomous DrivingKnowledge Graphs	—Unverified
Predictive AI with External Knowledge Infusion for Stocks	Apr 14, 2025	Knowledge Graphs	—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