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 301–310 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Fork or Fail: Cycle-Consistent Training with Many-to-One Mappings	Dec 14, 2020	DiversityKnowledge Graphs	CodeCode Available	1	5
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction	May 22, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Evaluating Logical Generalization in Graph Neural Networks	Mar 14, 2020	Continual LearningDiversity	CodeCode Available	1	5
Event Prediction using Case-Based Reasoning over Knowledge Graphs	Sep 21, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	1	5
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects	Aug 4, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
Knowledge Embedding Based Graph Convolutional Network	Jun 12, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch Similarities	May 20, 2022	Entity AlignmentEntity Embeddings	CodeCode Available	1	5
A Universal Question-Answering Platform for Knowledge Graphs	Mar 1, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1	5
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language Models	Jul 18, 2023	Entity AlignmentEntity Embeddings	CodeCode Available	1	5
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding	Feb 3, 2023	Entity EmbeddingsGraph Embedding	CodeCode Available	1	5

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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