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 2001–2010 of 2974 papers

Title	Date	Tasks	Status
Tokensome: Towards a Genetic Vision-Language GPT for Explainable and Cognitive Karyotyping	Mar 17, 2024	Anomaly DetectionDecision Making	—Unverified
Topic-Aware Knowledge Graph with Large Language Models for Interoperability in Recommender Systems	Dec 28, 2024	Knowledge GraphsRecommendation Systems	—Unverified
Topic Modeling and Link-Prediction for Material Property Discovery	Jul 8, 2025	Knowledge GraphsLink Prediction	—Unverified
TopicTag: Automatic Annotation of NMF Topic Models Using Chain of Thought and Prompt Tuning with LLMs	Jul 29, 2024	Knowledge GraphsManagement	—Unverified
TorusE: Knowledge Graph Embedding on a Lie Group	Nov 15, 2017	Entity EmbeddingsGraph Embedding	—Unverified
Att-KGCN: Tourist Attractions Recommendation System by using Attention mechanism and Knowledge Graph Convolution Network	Jun 19, 2023	Knowledge Graphs	—Unverified
Toward Knowledge-Enriched Conversational Recommendation Systems	May 1, 2022	Conversational RecommendationKnowledge Graphs	—Unverified
Towards a Gateway for Knowledge Graph Schemas Collection, Analysis, and Embedding	Nov 21, 2023	Knowledge Graphs	—Unverified
Towards a Knowledge Graph based Speech Interface	May 23, 2017	Knowledge GraphsQuestion Answering	—Unverified
Towards a Knowledge Graph for Teaching Knowledge Graphs	Nov 2, 2024	Knowledge Graphs	—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