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 2601–2610 of 2974 papers

Title	Date	Tasks	Status
DIVINE: A Generative Adversarial Imitation Learning Framework for Knowledge Graph Reasoning	Nov 1, 2019	Imitation LearningKnowledge Graphs	—Unverified
Node Embeddings for Graph Merging: Case of Knowledge Graph Construction	Nov 1, 2019	graph constructionKnowledge Graphs	—Unverified
Improving Distantly-Supervised Relation Extraction with Joint Label Embedding	Nov 1, 2019	Knowledge GraphsRelation	—Unverified
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions	Nov 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs	Oct 31, 2019	Inductive knowledge graph completionInductive Link Prediction	CodeCode Available
A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly?	Oct 28, 2019	Entity LinkingKnowledge Graph Embeddings	—Unverified
Is it a Fruit, an Apple or a Granny Smith? Predicting the Basic Level in a Concept Hierarchy	Oct 25, 2019	Knowledge Graphs	—Unverified
Towards Combinational Relation Linking over Knowledge Graphs	Oct 22, 2019	Knowledge GraphsQuestion Answering	—Unverified
Question Answering over Knowledge Graphs via Structural Query Patterns	Oct 22, 2019	Knowledge GraphsQuestion Answering	—Unverified
Building Dynamic Knowledge Graphs from Text-based Games	Oct 21, 2019	Knowledge Graphstext-based games	CodeCode Available

Show:10 25 50

← PrevPage 261 of 298Next →

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