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 2471–2480 of 2974 papers

Title	Date	Tasks	Status
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific Tasks	Apr 23, 2024	Knowledge GraphsLogical Reasoning	CodeCode Available
Progressive Knowledge Graph Completion	Apr 15, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Dual Policy Learning for Aggregation Optimization in Graph Neural Network-based Recommender Systems	Feb 21, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available
Knowledge Graphs meet Moral Values	Dec 1, 2020	Knowledge Graphs	CodeCode Available
Improving rule mining via embedding-based link prediction	Jun 14, 2024	Knowledge GraphsLink Prediction	CodeCode Available
Knowledge Graphs of Driving Scenes to Empower the Emerging Capabilities of Neurosymbolic AI	Nov 5, 2024	Autonomous DrivingKnowledge Graphs	CodeCode Available
ProGS: Property Graph Shapes Language (Extended Version)	Jul 12, 2021	Knowledge GraphsPosition	CodeCode Available
CADGE: Context-Aware Dialogue Generation Enhanced with Graph-Structured Knowledge Aggregation	May 10, 2023	Dialogue GenerationGraph Attention	CodeCode Available
Prometheus Chatbot: Knowledge Graph Collaborative Large Language Model for Computer Components Recommendation	Jul 29, 2024	ChatbotKnowledge Graphs	CodeCode Available
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion Models	Jun 24, 2024	HallucinationImage Generation	CodeCode Available

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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