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	Hype
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
Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning	Mar 21, 2019	Entity EmbeddingsKnowledge Graphs	—Unverified	0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering	Mar 19, 2019	DecoderKnowledge Graphs	—Unverified	0
Matching Entities Across Different Knowledge Graphs with Graph Embeddings	Mar 15, 2019	General ClassificationKnowledge Graphs	CodeCode Available	0
What relations are reliably embeddable in Euclidean space?	Mar 13, 2019	Knowledge GraphsRelation	—Unverified	0
MMKG: Multi-Modal Knowledge Graphs	Mar 13, 2019	Knowledge GraphsLink Prediction	CodeCode Available	1

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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