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 1701–1710 of 2974 papers

Title	Date	Tasks	Status
Learning Contextualized Knowledge Graph Structures for Commonsense Reasoning	Jan 1, 2021	Knowledge GraphsNatural Language Inference	—Unverified
Clustering Semantic Predicates in the Open Research Knowledge Graph	Oct 5, 2022	Clusteringgraph construction	—Unverified
Learning Deep Generative Models of Graphs	Mar 8, 2018	Graph GenerationKnowledge Graphs	—Unverified
CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge	Jul 30, 2024	In-Context LearningKnowledge Graphs	—Unverified
AGI for Agriculture	Apr 12, 2023	Decision MakingKnowledge Graphs	—Unverified
Learning Embeddings from Knowledge Graphs With Numeric Edge Attributes	May 18, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Learning First-Order Rules with Relational Path Contrast for Inductive Relation Reasoning	Oct 17, 2021	Knowledge GraphsRelation	—Unverified
Learning From Graph-Structured Data: Addressing Design Issues and Exploring Practical Applications in Graph Representation Learning	Nov 9, 2024	Graph Representation LearningKnowledge Graphs	—Unverified
Classifying Organizations for Food System Ontologies using Natural Language Processing	Sep 19, 2023	ClassificationKnowledge Graphs	—Unverified
Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense Inference	Nov 16, 2021	Contrastive LearningDiversity	—Unverified

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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