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 2461–2470 of 2974 papers

Title	Date	Tasks	Status
Which Knowledge Graph Is Best for Me?	Sep 28, 2018	Knowledge GraphsSurvey	—Unverified
Scaling R-GCN Training with Graph Summarization	Mar 5, 2022	Knowledge Graphs	—Unverified
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs	Oct 10, 2023	Graph Question AnsweringKnowledge Graphs	—Unverified
A Novel Paper Recommendation Method Empowered by Knowledge Graph: for Research Beginners	Mar 16, 2021	Knowledge Graphs	—Unverified
An Open Knowledge Graph-Based Approach for Mapping Concepts and Requirements between the EU AI Act and International Standards	Aug 21, 2024	Knowledge GraphsNavigate	—Unverified
Dual Embodied-Symbolic Concept Representations for Deep Learning	Mar 1, 2022	class-incremental learningClass Incremental Learning	—Unverified
Schema Generation for Large Knowledge Graphs Using Large Language Models	Jun 4, 2025	Knowledge Graphs	—Unverified
Dual Graph Embedding for Object-Tag LinkPrediction on the Knowledge Graph	Jul 16, 2020	DecoderEntity Embeddings	—Unverified
Duality-Induced Regularizer for Semantic Matching Knowledge Graph Embeddings	Mar 24, 2022	Entity EmbeddingsKnowledge Graph Embeddings	—Unverified
Who is this Explanation for? Human Intelligence and Knowledge Graphs for eXplainable AI	May 27, 2020	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