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 2651–2660 of 2974 papers

Title	Date	Tasks	Status
LLM Inference Enhanced by External Knowledge: A Survey	May 30, 2025	HallucinationKnowledge Graphs	CodeCode Available
A Pattern to Align Them All: Integrating Different Modalities to Define Multi-Modal Entities	Oct 17, 2024	AllKnowledge Graphs	CodeCode Available
Tackling Graphical NLP problems with Graph Recurrent Networks	Jul 13, 2019	Graph Neural NetworkKnowledge Graphs	CodeCode Available
Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion	Sep 25, 2019	Few-Shot LearningKnowledge Graph Completion	CodeCode Available
DEKGCI: A double-sided recommendation model for integrating knowledge graph and user-item interaction graph	Jun 24, 2023	Knowledge GraphsRecommendation Systems	CodeCode Available
GraDA: Graph Generative Data Augmentation for Commonsense Reasoning	Oct 1, 2022	Data AugmentationHellaSwag	CodeCode Available
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation	Jun 12, 2019	Causal InferenceDecision Making	CodeCode Available
Tackling scalability issues in mining path patterns from knowledge graphs: a preliminary study	Jul 17, 2020	Fact CheckingKnowledge Graphs	CodeCode Available
Reinforcement Learning based Collective Entity Alignment with Adaptive Features	Jan 5, 2021	Decision MakingEntity Alignment	CodeCode Available
Adapting Multilingual LLMs to Low-Resource Languages with Knowledge Graphs via Adapters	Jul 1, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available

Show:10 25 50

← PrevPage 266 of 298Next →

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