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 1301–1310 of 2974 papers

Title	Date	Tasks	Status
Communication-Efficient Federated Knowledge Graph Embedding with Entity-Wise Top-K Sparsification	Jun 19, 2024	Entity EmbeddingsGraph Embedding	—Unverified
Commonsense Reasoning with Implicit Knowledge in Natural Language	Jun 22, 2021	Knowledge Graphs	—Unverified
Assessing the Utility of Large Language Models for Phenotype-Driven Gene Prioritization in Rare Genetic Disorder Diagnosis	Mar 21, 2024	Knowledge Graphs	—Unverified
A cooperative game for automated learning of elasto-plasticity knowledge graphs and models with AI-guided experimentation	Mar 8, 2019	Deep Reinforcement LearningKnowledge Graphs	—Unverified
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results	Sep 21, 2021	Joint Entity and Relation ExtractionKnowledge Graphs	—Unverified
Extracting Conceptual Knowledge from Natural Language Text Using Maximum Likelihood Principle	Sep 19, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
EXTRACT: Explainable Transparent Control of Bias in Embeddings	Oct 31, 2023	Graph EmbeddingKnowledge Graph Embeddings	—Unverified
Extending TWIG: Zero-Shot Predictive Hyperparameter Selection for KGEs based on Graph Structure	Dec 19, 2024	General KnowledgeKnowledge Graph Embeddings	—Unverified
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment	Oct 17, 2024	Active LearningContrastive Learning	—Unverified
Automating construction contract review using knowledge graph-enhanced large language models	Sep 21, 2023	Knowledge GraphsManagement	—Unverified

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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