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 861–870 of 2974 papers

Title	Date	Tasks	Status
Enhancing Emergency Decision-making with Knowledge Graphs and Large Language Models	Nov 15, 2023	Decision MakingHallucination	—Unverified
Duality-Induced Regularizer for Semantic Matching Knowledge Graph Embeddings	Mar 24, 2022	Entity EmbeddingsKnowledge Graph Embeddings	—Unverified
A Fine-Tuning Approach for T5 Using Knowledge Graphs to Address Complex Tasks	Feb 23, 2025	Knowledge Graphs	—Unverified
Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling	May 18, 2025	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Dual Graph Embedding for Object-Tag LinkPrediction on the Knowledge Graph	Jul 16, 2020	DecoderEntity Embeddings	—Unverified
BIOS: An Algorithmically Generated Biomedical Knowledge Graph	Mar 18, 2022	BIG-bench Machine LearningKnowledge Graphs	—Unverified
CausalKG: Causal Knowledge Graph Explainability using interventional and counterfactual reasoning	Jan 6, 2022	counterfactualCounterfactual Reasoning	—Unverified
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation	Mar 31, 2025	Knowledge GraphsQuestion Answering	—Unverified
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering	Feb 15, 2024	Graph GenerationKnowledge Graphs	—Unverified
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph	Oct 25, 2023	Explainable RecommendationKnowledge Graph Embeddings	—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