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 1751–1760 of 2974 papers

Title	Date	Tasks	Status	Hype
AWAPart: Adaptive Workload-Aware Partitioning of Knowledge Graphs	Mar 28, 2022	Knowledge Graphs	—Unverified	0
The Digitalization of Bioassays in the Open Research Knowledge Graph	Mar 28, 2022	Knowledge Graphs	CodeCode Available	0
WawPart: Workload-Aware Partitioning of Knowledge Graphs	Mar 28, 2022	graph partitioningKnowledge Graphs	—Unverified	0
Augmenting Knowledge Graphs for Better Link Prediction	Mar 26, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
Improving Question Answering over Knowledge Graphs Using Graph Summarization	Mar 25, 2022	Entity EmbeddingsGraph Embedding	—Unverified	0
Duality-Induced Regularizer for Semantic Matching Knowledge Graph Embeddings	Mar 24, 2022	Entity EmbeddingsKnowledge Graph Embeddings	—Unverified	0
Towards Large-Scale Interpretable Knowledge Graph Reasoning for Dialogue Systems	Mar 20, 2022	Knowledge Graphs	CodeCode Available	1
BIOS: An Algorithmically Generated Biomedical Knowledge Graph	Mar 18, 2022	BIG-bench Machine LearningKnowledge Graphs	—Unverified	0
ECOLA: Enhanced Temporal Knowledge Embeddings with Contextualized Language Representations	Mar 17, 2022	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation	Mar 17, 2022	Entity EmbeddingsFederated Learning	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