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 1031–1040 of 2974 papers

Title	Date	Tasks	Status	Hype
Context-aware explainable recommendations over knowledge graphs	Oct 24, 2023	Knowledge GraphsRecommendation Systems	—Unverified	0
Semantic Data Management in Data Lakes	Oct 23, 2023	Data IntegrationKnowledge Graphs	—Unverified	0
Knowledge-Induced Medicine Prescribing Network for Medication Recommendation	Oct 23, 2023	Graph Representation LearningKnowledge Graphs	—Unverified	0
Universal Knowledge Graph Embeddings	Oct 23, 2023	Entity DisambiguationGraph Embedding	CodeCode Available	0
Linking Surface Facts to Large-Scale Knowledge Graphs	Oct 23, 2023	FormKnowledge Graphs	CodeCode Available	1
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of Things	Oct 23, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
Leveraging Knowledge Graphs for Orphan Entity Allocation in Resume Processing	Oct 21, 2023	graph constructionKnowledge Graphs	—Unverified	0
Emulating the Human Mind: A Neural-symbolic Link Prediction Model with Fast and Slow Reasoning and Filtered Rules	Oct 21, 2023	Knowledge GraphsLink Prediction	—Unverified	0
Graph AI in Medicine	Oct 20, 2023	Decision MakingGraph Representation Learning	—Unverified	0
Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation	Oct 20, 2023	Conversational Question AnsweringDeep Reinforcement Learning	—Unverified	0

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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