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 2811–2820 of 2974 papers

Title	Date	Tasks	Status
The Digitalization of Bioassays in the Open Research Knowledge Graph	Mar 28, 2022	Knowledge Graphs	CodeCode Available
Multi-Label Zero-Shot Learning with Structured Knowledge Graphs	Nov 17, 2017	General ClassificationKnowledge Graphs	CodeCode Available
Multilingual Knowledge Graph Completion from Pretrained Language Models with Knowledge Constraints	Jun 26, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignment	Nov 12, 2016	Entity AlignmentKnowledge Graph Embeddings	CodeCode Available
RT-KGD: Relation Transition Aware Knowledge-Grounded Dialogue Generation	Jul 17, 2022	Dialogue GenerationKnowledge Graphs	CodeCode Available
Commonsense Knowledge Base Completion with Structural and Semantic Context	Oct 7, 2019	Computational EfficiencyKnowledge Base Completion	CodeCode Available
RuDaS: Synthetic Datasets for Rule Learning and Evaluation Tools	Sep 16, 2019	Inductive knowledge graph completionInductive logic programming	CodeCode Available
Exploiting Explicit Paths for Multi-hop Reading Comprehension	Nov 2, 2018	Implicit RelationsKnowledge Graphs	CodeCode Available
Explainable Representations for Relation Prediction in Knowledge Graphs	Jun 22, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
Rule-Guided Compositional Representation Learning on Knowledge Graphs	Nov 20, 2019	Knowledge GraphsRepresentation Learning	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