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 1441–1450 of 2974 papers

Title	Date	Tasks	Status	Hype
Modeling the evolution of temporal knowledge graphs with uncertainty	Jan 12, 2023	Gaussian ProcessesGraph Neural Network	—Unverified	0
Language Models sounds the Death Knell of Knowledge Graphs	Jan 10, 2023	Knowledge GraphsLanguage Modelling	—Unverified	0
There is No Big Brother or Small Brother: Knowledge Infusion in Language Models for Link Prediction and Question Answering	Jan 10, 2023	Knowledge GraphsLink Prediction	CodeCode Available	0
SCENE: Reasoning about Traffic Scenes using Heterogeneous Graph Neural Networks	Jan 9, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules	Jan 7, 2023	Knowledge Graph CompletionKnowledge Graph Embeddings	—Unverified	0
Multi-Aspect Explainable Inductive Relation Prediction by Sentence Transformer	Jan 4, 2023	Inductive Relation PredictionKnowledge Graphs	CodeCode Available	0
Analogical Inference Enhanced Knowledge Graph Embedding	Jan 3, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge	Jan 3, 2023	Few-Shot LearningGraph Representation Learning	—Unverified	0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale	Jan 2, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	0
SGAligner: 3D Scene Alignment with Scene Graphs	Jan 1, 2023	Contrastive LearningKnowledge Graphs	—Unverified	0

Show:10 25 50

← PrevPage 145 of 298Next →

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