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 2771–2780 of 2974 papers

Title	Date	Tasks	Status
Augmenting Neural Machine Translation with Knowledge Graphs	Feb 23, 2019	Knowledge GraphsMachine Translation	CodeCode Available
Augmenting Knowledge Graphs for Better Link Prediction	Mar 26, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Finding Motifs in Knowledge Graphs using Compression	Apr 16, 2021	Knowledge GraphsWorld Knowledge	CodeCode Available
Revisiting Simple Neural Networks for Learning Representations of Knowledge Graphs	Nov 15, 2017	Knowledge Base CompletionKnowledge Graphs	CodeCode Available
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label Propagation	Jul 12, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available
Anchoring Path for Inductive Relation Prediction in Knowledge Graphs	Dec 21, 2023	Inductive Relation PredictionKnowledge Graphs	CodeCode Available
Creating Knowledge Graphs for Geographic Data on the Web	Feb 17, 2023	Knowledge Graphs	CodeCode Available
Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation	Jun 19, 2024	Knowledge GraphsRelational Reasoning	CodeCode Available
Few-Shot Knowledge Graph Completion	Nov 26, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
AI-Enhanced 7-Point Checklist for Melanoma Detection Using Clinical Knowledge Graphs and Data-Driven Quantification	Jul 23, 2024	AttributeClinical Knowledge	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