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 711–720 of 2974 papers

Title	Date	Tasks	Status
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs	Dec 4, 2024	Knowledge GraphsLink Prediction	—Unverified
Enriching Wikidata with Linked Open Data	Jul 1, 2022	Entity AlignmentKnowledge Graphs	—Unverified
A RAG Approach for Generating Competency Questions in Ontology Engineering	Sep 13, 2024	Knowledge GraphsRAG	—Unverified
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering	Feb 15, 2024	Graph GenerationKnowledge Graphs	—Unverified
Explain What You Mean: Intent Augmented Knowledge Graph Recommender Built With An LLM	May 16, 2025	Knowledge GraphsLarge Language Model	—Unverified
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering	May 18, 2025	Graph Question AnsweringKnowledge Graphs	—Unverified
Causal Claims in Economics	Jan 12, 2025	Causal InferenceKnowledge Graphs	—Unverified
CaRe: Open Knowledge Graph Embeddings	Nov 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
A Probit Tensor Factorization Model For Relational Learning	Nov 6, 2021	Knowledge GraphsLink Prediction	—Unverified
A Probabilistic-Logic based Commonsense Representation Framework for Modelling Inferences with Multiple Antecedents and Varying Likelihoods	Nov 30, 2022	Knowledge GraphsQuestion Answering	—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