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 1921–1930 of 2974 papers

Title	Date	Tasks	Status
Bridge: A Unified Framework to Knowledge Graph Completion via Language Models and Knowledge Representation	Nov 11, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Box-To-Box Transformation for Modeling Joint Hierarchies	Jan 1, 2021	Knowledge Graphs	—Unverified
MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning	Sep 3, 2022	Knowledge GraphsMissing Elements	—Unverified
Mobile Link Prediction: Automated Creation and Crowd-sourced Validation of Knowledge Graphs	Jun 30, 2020	Knowledge GraphsLink Prediction	—Unverified
MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion	Nov 12, 2024	Contrastive LearningKnowledge Graph Completion	—Unverified
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models	Aug 16, 2023	Entity EmbeddingsKnowledge Graph Completion	—Unverified
Modality-Aware Integration with Large Language Models for Knowledge-based Visual Question Answering	Feb 20, 2024	Knowledge GraphsQuestion Answering	—Unverified
Modeling Drug-Disease Relations with Linguistic and Knowledge Graph Constraints	Mar 31, 2019	Knowledge Graphs	—Unverified
Modeling electronic health record data using a knowledge-graph-embedded topic model	Jun 3, 2022	Clinical KnowledgeImputation	—Unverified
Modeling Event-Pair Relations in External Knowledge Graphs for Script Reasoning	Aug 1, 2021	Knowledge Graphs	—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