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 2111–2120 of 2974 papers

Title	Date	Tasks	Status
WalkingTime: Dynamic Graph Embedding Using Temporal-Topological Flows	Nov 22, 2021	Dynamic graph embeddingGraph Embedding	—Unverified
Walk this Way! Entity Walks and Property Walks for RDF2vec	Apr 5, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
WawPart: Workload-Aware Partitioning of Knowledge Graphs	Mar 28, 2022	graph partitioningKnowledge Graphs	—Unverified
Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph	Nov 28, 2024	Knowledge GraphsRetrieval-augmented Generation	—Unverified
WCL-BBCD: A Contrastive Learning and Knowledge Graph Approach to Named Entity Recognition	Mar 14, 2022	Contrastive LearningKnowledge Graphs	—Unverified
Weakly-supervised Contextualization of Knowledge Graph Facts	May 7, 2018	Knowledge GraphsLearning-To-Rank	—Unverified
Weakly-supervised Knowledge Graph Alignment with Adversarial Learning	Jul 6, 2019	Knowledge Graphs	—Unverified
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs	Aug 14, 2024	Information RetrievalKnowledge Graphs	—Unverified
What can knowledge graph alignment gain with Neuro-Symbolic learning approaches?	Oct 11, 2023	Knowledge Graphs	—Unverified
What if Red Can Talk? Dynamic Dialogue Generation Using Large Language Models	Jul 29, 2024	Dialogue GenerationKnowledge Graphs	—Unverified

Show:10 25 50

← PrevPage 212 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