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 1061–1070 of 2974 papers

Title	Date	Tasks	Status
Adversarial Contrastive Estimation	May 9, 2018	Contrastive LearningKnowledge Graph Embeddings	—Unverified
Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models	Jan 16, 2022	Graph Neural NetworkKnowledge Graphs	—Unverified
Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning	May 20, 2025	Knowledge Graphs	—Unverified
Disentangled Action Recognition with Knowledge Bases	Jul 4, 2022	Action RecognitionKnowledge Graphs	—Unverified
Disease Entity Recognition and Normalization is Improved with Large Language Model Derived Synthetic Normalized Mentions	Oct 10, 2024	Data AugmentationKnowledge Graphs	—Unverified
An Evaluation of Knowledge Graph Embeddings for Autonomous Driving Data: Experience and Practice	Feb 29, 2020	Autonomous DrivingKnowledge Graph Embeddings	—Unverified
BERTologyNavigator: Advanced Question Answering with BERT-based Semantics	Jan 17, 2024	Knowledge GraphsNavigate	—Unverified
Discovering Technology Gaps using the IntSight Knowledge Navigator	Sep 11, 2021	Knowledge GraphsManagement	—Unverified
A Neuro-Symbolic Framework for Answering Graph Pattern Queries in Knowledge Graphs	Oct 6, 2023	Knowledge Graphs	—Unverified
Discovering Knowledge Graph Schema from Short Natural Language Text via Dialog	Jul 1, 2020	Active LearningKnowledge 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