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 551–560 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language Models	Sep 29, 2020	Knowledge Graphs	CodeCode Available	1	5
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction	May 31, 2021	graph constructionKnowledge Graphs	CodeCode Available	1	5
Knowledge Graph-Enhanced Large Language Models via Path Selection	Jun 19, 2024	HallucinationKnowledge Graphs	CodeCode Available	1	5
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1	5
A Critical Assessment of State-of-the-Art in Entity Alignment	Oct 30, 2020	BenchmarkingEntity Alignment	CodeCode Available	1	5
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks	Sep 10, 2020	Dialog Relation ExtractionGraph Attention	CodeCode Available	1	5
Knowledge Graph Reasoning with Self-supervised Reinforcement Learning	May 22, 2024	Knowledge Graphsreinforcement-learning	CodeCode Available	1	5
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoning	Dec 18, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Interactive Machine Comprehension with Dynamic Knowledge Graphs	Aug 31, 2021	Knowledge GraphsMachine Reading Comprehension	CodeCode Available	1	5
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering	Dec 6, 2021	Knowledge GraphsQuestion Answering	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