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 2721–2730 of 2974 papers

Title	Date	Tasks	Status
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual Storytelling	May 4, 2019	AI AgentKnowledge Graphs	CodeCode Available
Pretrained Transformers for Simple Question Answering	May 2, 2019	Knowledge GraphsPrediction	—Unverified
Graph Transformer	May 1, 2019	Few-Shot LearningGeneral Classification	—Unverified
Aligning Open IE Relations and KB Relations using a Siamese Network Based on Word Embedding	May 1, 2019	Knowledge GraphsOpen Information Extraction	—Unverified
Neural Variational Inference For Embedding Knowledge Graphs	May 1, 2019	Knowledge GraphsVariational Inference	—Unverified
On the Use of ArXiv as a Dataset	Apr 30, 2019	ArticlesAuthor Attribution	CodeCode Available
Soft Marginal TransE for Scholarly Knowledge Graph Completion	Apr 27, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Quaternion Knowledge Graph Embeddings	Apr 23, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from Facts	Apr 16, 2019	DecoderEntity Disambiguation	CodeCode Available
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs	Apr 11, 2019	Knowledge GraphsLink Prediction	CodeCode Available

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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