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 1261–1270 of 2974 papers

Title	Date	Tasks	Status	Hype
Epistemic Graph: A Plug-And-Play Module For Hybrid Representation Learning	May 30, 2023	Few-Shot LearningKnowledge Graphs	—Unverified	0
Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation	May 30, 2023	Contrastive LearningDialogue Generation	—Unverified	0
Representation Learning on Hyper-Relational and Numeric Knowledge Graphs with Transformers	May 29, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
MemeGraphs: Linking Memes to Knowledge Graphs	May 28, 2023	Entity LinkingKnowledge Graphs	CodeCode Available	0
Choose your Data Wisely: A Framework for Semantic Counterfactuals	May 28, 2023	counterfactualCounterfactual Explanation	CodeCode Available	0
A Categorical Representation Language and Computational System for Knowledge-Based Planning	May 26, 2023	Knowledge GraphsTask Planning	—Unverified	0
Collective Knowledge Graph Completion with Mutual Knowledge Distillation	May 25, 2023	Knowledge DistillationKnowledge Graph Completion	—Unverified	0
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question Answering	May 25, 2023	Binary ClassificationKnowledge Graphs	CodeCode Available	0
A RelEntLess Benchmark for Modelling Graded Relations between Named Entities	May 24, 2023	Knowledge GraphsRelation	—Unverified	0
Knowledge Graphs Querying	May 23, 2023	Fact CheckingInformation Retrieval	—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