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 1026–1050 of 2974 papers

Title	Date	Tasks	Status	Score
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale	Jan 2, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
Cross-lingual Knowledge Graph Alignment via Graph Convolutional Networks	Oct 1, 2018	AttributeEntity Alignment	CodeCode Available	5
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge Graphs	Sep 29, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	5
Iterative Entity Alignment via Joint Knowledge Embeddings	Jul 1, 2017	Entity AlignmentKnowledge Graph Completion	CodeCode Available	5
Cross-lingual Entity Alignment with Adversarial Kernel Embedding and Adversarial Knowledge Translation	Apr 16, 2021	AttributeEntity Alignment	CodeCode Available	5
Cross-lingual Entity Alignment with Incidental Supervision	May 1, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	5
Intermediate triple table: A general architecture for virtual knowledge graphs	Feb 24, 2025	Data IntegrationKnowledge Graphs	CodeCode Available	5
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset Construction	Aug 5, 2024	Information RetrievalKnowledge Base Question Answering	CodeCode Available	5
Interleaving GANs with knowledge graphs to support design creativity for book covers	Aug 3, 2023	Knowledge Graphs	CodeCode Available	5
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction Methods	Feb 17, 2020	Entity AlignmentInformativeness	CodeCode Available	5
Iteratively Learning Representations for Unseen Entities with Inter-Rule Correlations	May 17, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions	Jul 8, 2024	HallucinationKnowledge Graphs	CodeCode Available	5
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex Spaces	Aug 4, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Augmenting Neural Machine Translation with Knowledge Graphs	Feb 23, 2019	Knowledge GraphsMachine Translation	CodeCode Available	5
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare	Nov 29, 2024	FairnessKnowledge Graphs	CodeCode Available	5
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