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 291–300 of 2974 papers

Title	Date	Tasks	Status	Hype
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graph	Sep 30, 2022	Knowledge Graphs	CodeCode Available	1
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
A Decade of Knowledge Graphs in Natural Language Processing: A Survey	Sep 30, 2022	Knowledge Graphs	CodeCode Available	1
Neural Methods for Logical Reasoning Over Knowledge Graphs	Sep 28, 2022	BenchmarkingKnowledge Graphs	CodeCode Available	1
Rethinking Knowledge Graph Evaluation Under the Open-World Assumption	Sep 19, 2022	FairnessKnowledge Graph Completion	CodeCode Available	1
Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path Quality	Sep 11, 2022	DiversityExplainable Recommendation	CodeCode Available	1
Multi-Document Scientific Summarization from a Knowledge Graph-Centric View	Sep 9, 2022	DecoderDescriptive	CodeCode Available	1
Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction	Sep 3, 2022	Contrastive LearningInductive Link Prediction	CodeCode Available	1
Multi-modal Contrastive Representation Learning for Entity Alignment	Sep 2, 2022	Contrastive LearningEntity Alignment	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