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 2611–2620 of 2974 papers

Title	Date	Tasks	Status
Hierarchical Attentive Knowledge Graph Embedding for Personalized Recommendation	Oct 18, 2019	Graph EmbeddingGraph Neural Network	—Unverified
Towards Learning Cross-Modal Perception-Trace Models	Oct 18, 2019	Knowledge GraphsLink Prediction	—Unverified
Using a KG-Copy Network for Non-Goal Oriented Dialogues	Oct 17, 2019	Knowledge GraphsResponse Generation	CodeCode Available
Efficiently Embedding Dynamic Knowledge Graphs	Oct 15, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Aligning Cross-Lingual Entities with Multi-Aspect Information	Oct 15, 2019	Entity AlignmentEntity Embeddings	CodeCode Available
GREASE: A Generative Model for Relevance Search over Knowledge Graphs	Oct 11, 2019	Knowledge Graphs	—Unverified
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context Expansion	Oct 8, 2019	Conversational Question AnsweringKnowledge Graphs	CodeCode Available
Knowledge-based Biomedical Data Science 2019	Oct 8, 2019	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Commonsense Knowledge Base Completion with Structural and Semantic Context	Oct 7, 2019	Computational EfficiencyKnowledge Base Completion	CodeCode Available
Cracking the Contextual Commonsense Code: Understanding Commonsense Reasoning Aptitude of Deep Contextual Representations	Oct 2, 2019	Knowledge Graphs	—Unverified

Show:10 25 50

← PrevPage 262 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