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 601–625 of 2974 papers

Title	Date	Tasks	Status	Score
A Library Perspective on Supervised Text Processing in Digital Libraries: An Investigation in the Biomedical Domain	Nov 6, 2024	Knowledge GraphsRelation Extraction	CodeCode Available	5
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge Graphs	Mar 6, 2024	Knowledge Graphs	CodeCode Available	5
Integrating Large Language Models and Knowledge Graphs for Extraction and Validation of Textual Test Data	Aug 3, 2024	BenchmarkingKnowledge Graphs	CodeCode Available	5
Assessing the Effects of Hyperparameters on Knowledge Graph Embedding Quality	Jul 1, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features Filtering	Mar 29, 2024	Collaborative FilteringKnowledge Graphs	CodeCode Available	5
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking	Aug 16, 2024	Fact CheckingInformation Retrieval	CodeCode Available	5
A large collection of bioinformatics question-query pairs over federated knowledge graphs: methodology and applications	Oct 8, 2024	Knowledge Graphs	CodeCode Available	5
Assessing LLMs Suitability for Knowledge Graph Completion	May 27, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge Graphs	Jun 16, 2024	Adversarial AttackAdversarial Robustness	CodeCode Available	5
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance Prediction	Feb 23, 2023	ArticlesKnowledge Graphs	CodeCode Available	5
Commonsense Knowledge Mining from Term Definitions	Feb 1, 2021	Knowledge GraphsNatural Language Understanding	CodeCode Available	5
Commonsense Knowledge in Word Associations and ConceptNet	Sep 20, 2021	General KnowledgeKnowledge Graphs	CodeCode Available	5
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware Entities	Aug 9, 2023	Extract AspectImage Retrieval	CodeCode Available	5
COMET: Commonsense Transformers for Automatic Knowledge Graph Construction	Jun 12, 2019	graph constructionKnowledge Base Construction	CodeCode Available	5
A Simple Temporal Information Matching Mechanism for Entity Alignment Between Temporal Knowledge Graphs	Sep 20, 2022	Entity AlignmentEntity Embeddings	CodeCode Available	5
ComDensE : Combined Dense Embedding of Relation-aware and Common Features for Knowledge Graph Completion	Jun 29, 2022	Inductive BiasKnowledge Graph Completion	CodeCode Available	5
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions	Jul 8, 2024	HallucinationKnowledge Graphs	CodeCode Available	5
KGMark: A Diffusion Watermark for Knowledge Graphs	May 29, 2025	Knowledge Graphs	CodeCode Available	5
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings	May 1, 2022	DecoderFact Selection	CodeCode Available	5
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning	Jun 24, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available	5
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender Systems	Jun 10, 2025	Knowledge GraphsRecommendation Systems	CodeCode Available	5
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation	Nov 13, 2019	Entity EmbeddingsEntity Typing	CodeCode Available	5
Column-Oriented Datalog Materialization for Large Knowledge Graphs (Extended Technical Report)	Nov 28, 2015	Knowledge Graphs	CodeCode Available	5
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphs	Mar 20, 2023	Cloud ComputingKnowledge Graphs	CodeCode Available	5

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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