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 2131–2140 of 2974 papers

Title	Date	Tasks	Status	Hype
Knowledge-based Review Generation by Coherence Enhanced Text Planning	May 9, 2021	InformativenessKnowledge Graphs	—Unverified	0
Graph Learning: A Survey	May 3, 2021	BIG-bench Machine LearningCombinatorial Optimization	—Unverified	0
Bias in Knowledge Graphs -- an Empirical Study with Movie Recommendation and Different Language Editions of DBpedia	May 3, 2021	Knowledge GraphsMovie Recommendation	CodeCode Available	0
Billion-scale Pre-trained E-commerce Product Knowledge Graph Model	May 2, 2021	Knowledge Graphs	—Unverified	0
An Adversarial Transfer Network for Knowledge Representation Learning	Apr 30, 2021	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	0
Multi-view Inference for Relation Extraction with Uncertain Knowledge	Apr 28, 2021	Document-level Relation ExtractionKnowledge Graphs	CodeCode Available	0
Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion	Apr 27, 2021	Few-Shot LearningKnowledge Graph Completion	CodeCode Available	1
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking	Apr 27, 2021	Fact CheckingKnowledge Graphs	—Unverified	0
SpikE: spike-based embeddings for multi-relational graph data	Apr 27, 2021	Graph EmbeddingKnowledge Graphs	CodeCode Available	1
Towards Knowledge Graphs Validation through Weighted Knowledge Sources	Apr 26, 2021	Knowledge GraphsQuestion Answering	—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