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 431–440 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark	Sep 16, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available	1	5
Causality-aware Concept Extraction based on Knowledge-guided Prompting	May 3, 2023	Knowledge GraphsNatural Language Understanding	CodeCode Available	1	5
Neural Machine Translating from Natural Language to SPARQL	Jun 21, 2019	Knowledge GraphsMachine Translation	CodeCode Available	1	5
Neural Methods for Logical Reasoning Over Knowledge Graphs	Sep 28, 2022	BenchmarkingKnowledge Graphs	CodeCode Available	1	5
Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion?	May 21, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
CBench: Towards Better Evaluation of Question Answering Over Knowledge Graphs	Apr 5, 2021	BenchmarkingKnowledge Graphs	CodeCode Available	1	5
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use case	Apr 24, 2021	image-classificationImage Classification	CodeCode Available	1	5
NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph Enrichment	Nov 5, 2023	Caption GenerationCommon Sense Reasoning	CodeCode Available	1	5
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and Reasoning	May 31, 2022	Common Sense ReasoningGraph Generation	CodeCode Available	1	5
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch Similarities	May 20, 2022	Entity AlignmentEntity Embeddings	CodeCode Available	1	5

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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