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 531–540 of 2974 papers

Title	Date	Tasks	Status	Hype
Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation	Jul 1, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
A Simple Approach to Case-Based Reasoning in Knowledge Bases	Jun 25, 2020	Knowledge GraphsMeta-Learning	CodeCode Available	1
Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings	Jun 24, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning	Jun 23, 2020	Knowledge GraphsMulti-Task Learning	CodeCode Available	1
Zero-Shot Learning with Common Sense Knowledge Graphs	Jun 18, 2020	Generalized Zero-Shot LearningKnowledge Graphs	CodeCode Available	1
Knowledge Embedding Based Graph Convolutional Network	Jun 12, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training	Jun 8, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1
KGTK: A Toolkit for Large Knowledge Graph Manipulation and Analysis	May 29, 2020	Knowledge Graphs	CodeCode Available	1
MVIN: Learning Multiview Items for Recommendation	May 26, 2020	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1
Neighborhood Matching Network for Entity Alignment	May 12, 2020	Entity AlignmentGraph Sampling	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