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 2701–2725 of 2974 papers

Title	Date	Tasks	Status	Hype
KGAT: Knowledge Graph Attention Network for Recommendation	May 20, 2019	Explainable RecommendationGraph Neural Network	CodeCode Available	1
PaperRobot: Incremental Draft Generation of Scientific Ideas	May 20, 2019	Graph AttentionKnowledge Graphs	CodeCode Available	0
ERNIE: Enhanced Language Representation with Informative Entities	May 17, 2019	Entity LinkingEntity Typing	CodeCode Available	0
TuckER: Tensor Factorization for Knowledge Graph Completion	May 16, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Learning to Exploit Long-term Relational Dependencies in Knowledge Graphs	May 13, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available	0
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems	May 11, 2019	Feature EngineeringGraph Neural Network	CodeCode Available	0
Cyber-All-Intel: An AI for Security related Threat Intelligence	May 7, 2019	AllKnowledge Graphs	—Unverified	0
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual Storytelling	May 4, 2019	AI AgentKnowledge Graphs	CodeCode Available	0
Pretrained Transformers for Simple Question Answering	May 2, 2019	Knowledge GraphsPrediction	—Unverified	0
Aligning Open IE Relations and KB Relations using a Siamese Network Based on Word Embedding	May 1, 2019	Knowledge GraphsOpen Information Extraction	—Unverified	0
ASER: A Large-scale Eventuality Knowledge Graph	May 1, 2019	Knowledge GraphsWorld Knowledge	CodeCode Available	1
Neural Variational Inference For Embedding Knowledge Graphs	May 1, 2019	Knowledge GraphsVariational Inference	—Unverified	0
Graph Transformer	May 1, 2019	Few-Shot LearningGeneral Classification	—Unverified	0
On the Use of ArXiv as a Dataset	Apr 30, 2019	ArticlesAuthor Attribution	CodeCode Available	0
Soft Marginal TransE for Scholarly Knowledge Graph Completion	Apr 27, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Quaternion Knowledge Graph Embeddings	Apr 23, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	0
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from Facts	Apr 16, 2019	DecoderEntity Disambiguation	CodeCode Available	0
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs	Apr 11, 2019	Knowledge GraphsLink Prediction	CodeCode Available	0
Graph Pattern Entity Ranking Model for Knowledge Graph Completion	Apr 5, 2019	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
Text Generation from Knowledge Graphs with Graph Transformers	Apr 4, 2019	DecoderDialogue Generation	CodeCode Available	1
Modeling Drug-Disease Relations with Linguistic and Knowledge Graph Constraints	Mar 31, 2019	Knowledge Graphs	—Unverified	0
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Knowledge-driven Encode, Retrieve, Paraphrase for Medical Image Report Generation	Mar 25, 2019	Graph LearningKnowledge Graphs	—Unverified	0
Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs	Mar 25, 2019	Knowledge GraphsMachine Reading Comprehension	CodeCode Available	0
Equivariant Entity-Relationship Networks	Mar 21, 2019	Knowledge Graphs	CodeCode Available	0

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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