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 2921–2930 of 2974 papers

Title	Date	Tasks	Status
Numerical Literals in Link Prediction: A Critical Examination of Models and Datasets	Jul 25, 2024	Knowledge GraphsLink Prediction	CodeCode Available
Enhancing multimodal analogical reasoning with Logic Augmented Generation	Apr 15, 2025	Knowledge GraphsText Generation	CodeCode Available
Enhancing Natural Language Representation with Large-Scale Out-of-Domain Commonsense	Sep 6, 2021	Entity EmbeddingsKnowledge Graphs	CodeCode Available
Type-enhanced Ensemble Triple Representation via Triple-aware Attention for Cross-lingual Entity Alignment	May 2, 2023	DiversityEntity Alignment	CodeCode Available
Assisted Knowledge Graph Authoring: Human-Supervised Knowledge Graph Construction from Natural Language	Jan 15, 2024	graph constructionKnowledge Graphs	CodeCode Available
Enhancing Biomedical Lay Summarisation with External Knowledge Graphs	Oct 24, 2023	DecoderKnowledge Graphs	CodeCode Available
Type Information-Assisted Self-Supervised Knowledge Graph Denoising	Mar 13, 2025	DenoisingEntity Alignment	CodeCode Available
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion	Nov 11, 2018	DecoderGraph Embedding	CodeCode Available
OKGIT: Open Knowledge Graph Link Prediction with Implicit Types	Jun 24, 2021	Knowledge GraphsLink Prediction	CodeCode Available
Typing Errors in Factual Knowledge Graphs: Severity and Possible Ways Out	Feb 3, 2021	Knowledge 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