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 2901–2910 of 2974 papers

Title	Date	Tasks	Status
Analogical Inference for Multi-Relational Embeddings	May 6, 2017	Knowledge GraphsLink Prediction	CodeCode Available
Coreference Resolution for Swedish and German using Distant Supervision	May 1, 2017	coreference-resolutionCoreference Resolution	—Unverified
Knowledge Fusion via Embeddings from Text, Knowledge Graphs, and Images	Apr 20, 2017	Knowledge Graphs	—Unverified
From Data to City Indicators: A Knowledge Graph for Supporting Automatic Generation of Dashboards	Apr 6, 2017	Data VisualizationKnowledge Graphs	—Unverified
The ContrastMedium Algorithm: Taxonomy Induction From Noisy Knowledge Graphs With Just A Few Links	Apr 1, 2017	Knowledge GraphsOpen Information Extraction	—Unverified
Generating Natural Language Question-Answer Pairs from a Knowledge Graph Using a RNN Based Question Generation Model	Apr 1, 2017	Knowledge GraphsQuestion Answering	—Unverified
Efficient Parallel Translating Embedding For Knowledge Graphs	Mar 30, 2017	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
A survey of embedding models of entities and relationships for knowledge graph completion	Mar 23, 2017	Knowledge Base CompletionKnowledge Graph Completion	CodeCode Available
ParaGraphE: A Library for Parallel Knowledge Graph Embedding	Mar 16, 2017	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Embedding Knowledge Graphs Based on Transitivity and Antisymmetry of Rules	Feb 24, 2017	Knowledge Graph CompletionKnowledge Graphs	—Unverified

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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