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 2211–2220 of 2974 papers

Title	Date	Tasks	Status
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
Translating Universal Scene Descriptions into Knowledge Graphs for Robotic Environment	Oct 25, 2023	Knowledge Graphs	—Unverified
Predictive AI with External Knowledge Infusion for Stocks	Apr 14, 2025	Knowledge Graphs	—Unverified
Predictive Multiplicity of Knowledge Graph Embeddings in Link Prediction	Aug 15, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Atomic Fact Decomposition Helps Attributed Question Answering	Oct 22, 2024	Knowledge GraphsQuestion Answering	—Unverified
Structured Graph Representations for Visual Narrative Reasoning: A Hierarchical Framework for Comics	Apr 14, 2025	Knowledge GraphsMultimodal Reasoning	—Unverified
Pretrained Transformers for Simple Question Answering	May 2, 2019	Knowledge GraphsPrediction	—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

Show:10 25 50

← PrevPage 222 of 298Next →

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