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 2821–2830 of 2974 papers

Title	Date	Tasks	Status
Accurate Text-Enhanced Knowledge Graph Representation Learning	Jun 1, 2018	General ClassificationGraph Representation Learning	—Unverified
ELDEN: Improved Entity Linking Using Densified Knowledge Graphs	Jun 1, 2018	Entity DisambiguationEntity Embeddings	CodeCode Available
KG^2: Learning to Reason Science Exam Questions with Contextual Knowledge Graph Embeddings	May 31, 2018	AI2 Reasoning ChallengeARC	—Unverified
Multi-hop Inference for Sentence-level TextGraphs: How Challenging is Meaningfully Combining Information for Science Question Answering?	May 29, 2018	graph constructionKnowledge Graphs	—Unverified
Generating Fine-Grained Open Vocabulary Entity Type Descriptions	May 27, 2018	Knowledge GraphsVocal Bursts Type Prediction	CodeCode Available
From Knowledge Graph Embedding to Ontology Embedding? An Analysis of the Compatibility between Vector Space Representations and Rules	May 26, 2018	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information Retrieval	May 19, 2018	Information RetrievalKnowledge Graphs	CodeCode Available
Probabilistic Embedding of Knowledge Graphs with Box Lattice Measures	May 17, 2018	Inductive BiasKnowledge Graphs	—Unverified
Adversarial Contrastive Estimation	May 9, 2018	Contrastive LearningKnowledge Graph Embeddings	—Unverified
Weakly-supervised Contextualization of Knowledge Graph Facts	May 7, 2018	Knowledge GraphsLearning-To-Rank	—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