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 211–220 of 2974 papers

Title	Date	Tasks	Status	Hype
HyperFormer: Enhancing Entity and Relation Interaction for Hyper-Relational Knowledge Graph Completion	Aug 12, 2023	AttributeKnowledge Graph Completion	CodeCode Available	1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects	Aug 4, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment	Jul 30, 2023	BenchmarkingEntity Alignment	CodeCode Available	1
Synthesizing Event-centric Knowledge Graphs of Daily Activities Using Virtual Space	Jul 30, 2023	Decision MakingEmbodied Question Answering	CodeCode Available	1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language Models	Jul 18, 2023	Entity AlignmentEntity Embeddings	CodeCode Available	1
EFO_k-CQA: Towards Knowledge Graph Complex Query Answering beyond Set Operation	Jul 15, 2023	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
IntelliGraphs: Datasets for Benchmarking Knowledge Graph Generation	Jul 13, 2023	BenchmarkingGraph Embedding	CodeCode Available	1
LLM-assisted Knowledge Graph Engineering: Experiments with ChatGPT	Jul 13, 2023	Knowledge GraphsManagement	CodeCode Available	1
Multi-modal Graph Learning over UMLS Knowledge Graphs	Jul 10, 2023	Graph LearningKnowledge Graphs	CodeCode Available	1
Multi-granularity Temporal Question Answering over Knowledge Graphs	Jul 9, 2023	Knowledge GraphsQuestion Answering	CodeCode Available	1

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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