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 2681–2690 of 2974 papers

Title	Date	Tasks	Status
Equivariant Entity-Relationship Networks	Mar 21, 2019	Knowledge Graphs	CodeCode Available
Multi-task Pre-training Language Model for Semantic Network Completion	Jan 13, 2022	Contrastive LearningData Augmentation	CodeCode Available
Rule Induction in Knowledge Graphs Using Linear Programming	Oct 15, 2021	Knowledge Graphs	CodeCode Available
DeepLENS: Deep Learning for Entity Summarization	Mar 8, 2020	Deep LearningKnowledge Graphs	CodeCode Available
M^2ConceptBase: A Fine-Grained Aligned Concept-Centric Multimodal Knowledge Base	Dec 16, 2023	cross-modal alignmentKnowledge Graphs	CodeCode Available
Using Knowledge Graphs to harvest datasets for efficient CLIP model training	May 5, 2025	Knowledge Graphs	CodeCode Available
Generating User-Centred Explanations via Illocutionary Question Answering: From Philosophy to Interfaces	Oct 2, 2021	Disease PredictionExplainable Artificial Intelligence (XAI)	CodeCode Available
Benchmarking neural embeddings for link prediction in knowledge graphs under semantic and structural changes	May 15, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available
MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph Completion	Aug 13, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Combining Inductive and Deductive Reasoning for Query Answering over Incomplete Knowledge Graphs	Jun 26, 2021	Data AugmentationKnowledge Graphs	CodeCode Available

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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