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 571–580 of 2974 papers

Title	Date	Tasks	Status	Hype
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity Alignment	Jul 27, 2024	Entity AlignmentKnowledge Graphs	CodeCode Available	1
IMF: Interactive Multimodal Fusion Model for Link Prediction	Mar 20, 2023	Contrastive LearningKnowledge Graphs	CodeCode Available	1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion	Jul 8, 2020	Knowledge GraphsRecommendation Systems	CodeCode Available	1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks	Apr 4, 2021	Conversational Question AnsweringGraph Attention	CodeCode Available	1
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge Graphs	Nov 5, 2022	AttributeBenchmarking	CodeCode Available	1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training	Jun 8, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1
Knowledge Embedding Based Graph Convolutional Network	Jun 12, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Inductive Knowledge Graph Reasoning for Multi-batch Emerging Entities	Aug 22, 2022	Knowledge Graphs	CodeCode Available	1
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs	Mar 10, 2020	BenchmarkingEntity Alignment	CodeCode Available	1
Inductive Entity Representations from Text via Link Prediction	Oct 7, 2020	Inductive knowledge graph completionInductive Link Prediction	CodeCode Available	1

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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