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 2951–2960 of 2974 papers

Title	Date	Tasks	Status
Multi-Modal Bayesian Embeddings for Learning Social Knowledge Graphs	Aug 4, 2015	Knowledge Graphs	—Unverified
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions	Jul 1, 2015	Information RetrievalKnowledge Graphs	—Unverified
Compact Lexicon Selection with Spectral Methods	Jul 1, 2015	Knowledge GraphsSpoken Language Understanding	—Unverified
Sar-graphs: A Linked Linguistic Knowledge Resource Connecting Facts with Language	Jul 1, 2015	Knowledge Base PopulationKnowledge Graphs	—Unverified
Observed versus latent features for knowledge base and text inference	Jul 1, 2015	Knowledge Base CompletionKnowledge Graphs	—Unverified
Knowledge Graph Embedding via Dynamic Mapping Matrix	Jul 1, 2015	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
Semantically Smooth Knowledge Graph Embedding	Jul 1, 2015	Entity ResolutionGraph Embedding	—Unverified
Learning to Explain Entity Relationships in Knowledge Graphs	Jul 1, 2015	Knowledge GraphsLearning-To-Rank	CodeCode Available
Traversing Knowledge Graphs in Vector Space	Jun 3, 2015	Knowledge Base CompletionKnowledge Graphs	CodeCode Available
Learning Better Word Embedding by Asymmetric Low-Rank Projection of Knowledge Graph	May 19, 2015	Knowledge 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