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 1551–1560 of 2974 papers

Title	Date	Tasks	Status	Hype
A Relation Extraction Dataset for Knowledge Extraction from Web Tables	Oct 1, 2022	Knowledge GraphsRelation	CodeCode Available	0
Multimodal Analogical Reasoning over Knowledge Graphs	Oct 1, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	2
LambdaKG: A Library for Pre-trained Language Model-Based Knowledge Graph Embeddings	Oct 1, 2022	Graph Representation LearningKnowledge Graph Completion	CodeCode Available	2
Swift Markov Logic for Probabilistic Reasoning on Knowledge Graphs	Oct 1, 2022	Knowledge GraphsManagement	—Unverified	0
GraDA: Graph Generative Data Augmentation for Commonsense Reasoning	Oct 1, 2022	Data AugmentationHellaSwag	CodeCode Available	0
A Survey on Knowledge Graph-based Methods for Automated Driving	Sep 30, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified	0
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction	Sep 30, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Adversarial Robustness of Representation Learning for Knowledge Graphs	Sep 30, 2022	Adversarial RobustnessData Poisoning	CodeCode Available	1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graph	Sep 30, 2022	Knowledge Graphs	CodeCode Available	1
A Decade of Knowledge Graphs in Natural Language Processing: A Survey	Sep 30, 2022	Knowledge Graphs	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