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 2171–2180 of 2974 papers

Title	Date	Tasks	Status	Hype
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web	Mar 29, 2021	Entity EmbeddingsGraph Learning	—Unverified	0
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample Mining	Mar 29, 2021	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Incorporating Connections Beyond Knowledge Embeddings: A Plug-and-Play Module to Enhance Commonsense Reasoning in Machine Reading Comprehension	Mar 26, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified	0
UNICORN on RAINBOW: A Universal Commonsense Reasoning Model on a New Multitask Benchmark	Mar 24, 2021	Common Sense ReasoningHellaSwag	CodeCode Available	1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records	Mar 22, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
ChronoR: Rotation Based Temporal Knowledge Graph Embedding	Mar 18, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Neural Multi-Hop Reasoning With Logical Rules on Biomedical Knowledge Graphs	Mar 18, 2021	BenchmarkingKnowledge Graphs	CodeCode Available	1
OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs	Mar 17, 2021	BIG-bench Machine LearningGraph Learning	CodeCode Available	1
KGSynNet: A Novel Entity Synonyms Discovery Framework with Knowledge Graph	Mar 16, 2021	Entity LinkingKnowledge Graphs	—Unverified	0
Using a Personal Health Library-Enabled mHealth Recommender System for Self-Management of Diabetes Among Underserved Populations: Use Case for Knowledge Graphs and Linked Data	Mar 16, 2021	Knowledge GraphsManagement	—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