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 2521–2530 of 2974 papers

Title	Date	Tasks	Status	Hype
A Survey on Knowledge Graphs: Representation, Acquisition and Applications	Feb 2, 2020	Graph EmbeddingGraph Representation Learning	CodeCode Available	2
Pretrained Transformers for Simple Question Answering over Knowledge Graphs	Jan 31, 2020	Knowledge GraphsQuestion Answering	CodeCode Available	0
The Tensor Brain: Semantic Decoding for Perception and Memory	Jan 29, 2020	Knowledge Graphs	—Unverified	0
Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs	Jan 29, 2020	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	1
The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and Transferability	Jan 28, 2020	BIG-bench Machine LearningFact Checking	CodeCode Available	2
Deep Graph Matching Consensus	Jan 27, 2020	Entity AlignmentGraph Matching	CodeCode Available	1
Sentiment and Knowledge Based Algorithmic Trading with Deep Reinforcement Learning	Jan 26, 2020	Algorithmic TradingDeep Reinforcement Learning	—Unverified	0
A Neural Architecture for Person Ontology population	Jan 22, 2020	ClassificationGeneral Classification	—Unverified	0
A Physical Embedding Model for Knowledge Graphs	Jan 21, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
Knowledge Graphs for Innovation Ecosystems	Jan 9, 2020	Knowledge Graphs	—Unverified	0

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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