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 2111–2120 of 2974 papers

Title	Date	Tasks	Status
Towards Pattern-aware Data Augmentation for Temporal Knowledge Graph Completion	Dec 31, 2024	Data AugmentationKnowledge Graph Completion	—Unverified
On the Capabilities of Pointer Networks for Deep Deductive Reasoning	Jun 17, 2021	DecoderKnowledge Graphs	—Unverified
On the Evolution of Knowledge Graphs: A Survey and Perspective	Oct 7, 2023	Financial AnalysisKnowledge Graphs	—Unverified
Toward Understanding The Effect Of Loss function On Then Performance Of Knowledge Graph Embedding	Sep 2, 2019	Graph EmbeddingKnowledge Graph Completion	—Unverified
On the Potential of Artificial Intelligence Chatbots for Data Exploration of Federated Bioinformatics Knowledge Graphs	Apr 20, 2023	Knowledge Graphs	—Unverified
On the Relationship between Shy and Warded Datalog+/-	Feb 13, 2022	Knowledge Graphs	—Unverified
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs	Jun 1, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
VQA-GNN: Reasoning with Multimodal Knowledge via Graph Neural Networks for Visual Question Answering	May 23, 2022	Knowledge GraphsQuestion Answering	—Unverified
Towards Robust Knowledge Graph Embedding via Multi-task Reinforcement Learning	Nov 11, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
On the Use of Entity Embeddings from Pre-Trained Language Models for Knowledge Graph Completion	Nov 16, 2021	Entity EmbeddingsKnowledge Graph Completion	—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