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 2751–2760 of 2974 papers

Title	Date	Tasks	Status
DiffusionCom: Structure-Aware Multimodal Diffusion Model for Multimodal Knowledge Graph Completion	Apr 9, 2025	Graph AttentionKnowledge Graph Completion	—Unverified
An Analysis of COVID-19 Knowledge Graph Construction and Applications	Oct 10, 2021	graph constructionKnowledge Graphs	—Unverified
ForecastQA: A Question Answering Challenge for Event Forecasting with Temporal Text Data	May 2, 2020	Knowledge GraphsLanguage Modelling	—Unverified
Differentiable Reasoning about Knowledge Graphs with Region-based Graph Neural Networks	Jun 13, 2024	Graph Neural NetworkKnowledge Graphs	—Unverified
Formalising Hypothesis Virtues in Knowledge Graphs: A General Theoretical Framework and its Validation in Literature-Based Discovery Experiments	Mar 31, 2015	Knowledge GraphsPhilosophy	—Unverified
Unveiling Hidden Links Between Unseen Security Entities	Mar 4, 2024	Knowledge GraphsLanguage Modelling	—Unverified
FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs	Jan 17, 2025	HallucinationKnowledge Graphs	—Unverified
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs	Oct 11, 2023	Knowledge GraphsQuestion Answering	—Unverified
Differentiable learning of numerical rules in knowledge graphs	May 1, 2020	Knowledge Graphs	—Unverified
TACAM: Topic And Context Aware Argument Mining	May 26, 2019	Argument MiningKnowledge 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