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 121–130 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
A Study of Situational Reasoning for Traffic Understanding	Jun 5, 2023	Decision MakingKnowledge Graphs	CodeCode Available	1	5
Automated Mining of Leaderboards for Empirical AI Research	Aug 31, 2021	Knowledge GraphsScientific Results Extraction	CodeCode Available	1	5
Context-aware Entity Typing in Knowledge Graphs	Sep 16, 2021	Entity TypingKnowledge Graphs	CodeCode Available	1	5
Convolutional Complex Knowledge Graph Embeddings	Aug 7, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization	Jun 3, 2022	Knowledge Graphs	CodeCode Available	1	5
Deep Graph Matching Consensus	Jan 27, 2020	Entity AlignmentGraph Matching	CodeCode Available	1	5
A Self-supervised Method for Entity Alignment	Jun 17, 2021	Contrastive LearningEntity Alignment	CodeCode Available	1	5
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine Learning	Jul 30, 2024	Knowledge GraphsNode Classification	CodeCode Available	1	5
Complex Query Answering with Neural Link Predictors	Nov 6, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1	5
A Generalization of Transformer Networks to Graphs	Dec 17, 2020	Graph RegressionInductive Bias	CodeCode Available	1	5

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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