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 131–140 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graph	Sep 30, 2022	Knowledge Graphs	CodeCode Available	1	5
A Generalization of Transformer Networks to Graphs	Dec 17, 2020	Graph RegressionInductive Bias	CodeCode Available	1	5
Context-aware Entity Typing in Knowledge Graphs	Sep 16, 2021	Entity TypingKnowledge Graphs	CodeCode Available	1	5
Continual Learning of Knowledge Graph Embeddings	Jan 14, 2021	Continual LearningGraph Embedding	CodeCode Available	1	5
A Simple Approach to Case-Based Reasoning in Knowledge Bases	Jun 25, 2020	Knowledge GraphsMeta-Learning	CodeCode Available	1	5
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity Alignment	May 11, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	1	5
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge Graphs	Oct 26, 2021	Knowledge GraphsNegation	CodeCode Available	1	5
A Study of Situational Reasoning for Traffic Understanding	Jun 5, 2023	Decision MakingKnowledge Graphs	CodeCode Available	1	5
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering	May 2, 2020	Knowledge GraphsLanguage Modeling	CodeCode Available	1	5
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks	Apr 4, 2021	Conversational Question AnsweringGraph Attention	CodeCode Available	1	5

Show:10 25 50

← PrevPage 14 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