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 1041–1050 of 2974 papers

Title	Date	Tasks	Status	Score
Augmenting Knowledge Graphs for Better Link Prediction	Mar 26, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Analysing Biomedical Knowledge Graphs using Prime Adjacency Matrices	May 17, 2023	Knowledge Graphs	CodeCode Available	5
ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base	May 10, 2023	Knowledge Graphs	CodeCode Available	5
Creating Knowledge Graphs for Geographic Data on the Web	Feb 17, 2023	Knowledge Graphs	CodeCode Available	5
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes Prediction	Apr 23, 2024	Data IntegrationDiabetes Prediction	CodeCode Available	5
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions	Nov 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
CPa-WAC: Constellation Partitioning-based Scalable Weighted Aggregation Composition for Knowledge Graph Embedding	Aug 1, 2024	Graph EmbeddingGraph Neural Network	CodeCode Available	5
Augmenting and Tuning Knowledge Graph Embeddings	Jul 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Inductive Relation Prediction from Relational Paths and Context with Hierarchical Transformers	Apr 1, 2023	Inductive Relation PredictionKnowledge Graphs	CodeCode Available	5
Informed Multi-context Entity Alignment	Jan 2, 2022	Entity AlignmentEntity Embeddings	CodeCode Available	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