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 1571–1580 of 2974 papers

Title	Date	Tasks	Status
Modeling Drug-Disease Relations with Linguistic and Knowledge Graph Constraints	Mar 31, 2019	Knowledge Graphs	—Unverified
Modeling electronic health record data using a knowledge-graph-embedded topic model	Jun 3, 2022	Clinical KnowledgeImputation	—Unverified
Modeling Event-Pair Relations in External Knowledge Graphs for Script Reasoning	Aug 1, 2021	Knowledge Graphs	—Unverified
Modeling Graph Structure via Relative Position for Text Generation from Knowledge Graphs	Jun 16, 2020	Data-to-Text GenerationDecoder	—Unverified
Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment	Nov 1, 2019	Entity AlignmentKnowledge Graphs	—Unverified
Modeling Relational Patterns for Logical Query Answering over Knowledge Graphs	Mar 21, 2023	Inductive BiasKnowledge Graphs	—Unverified
Modeling Scale-free Graphs with Hyperbolic Geometry for Knowledge-aware Recommendation	Aug 14, 2021	Knowledge-Aware RecommendationKnowledge Graphs	—Unverified
Modeling Spoken Information Queries for Virtual Assistants: Open Problems, Challenges and Opportunities	Apr 25, 2023	domain classificationInformation Retrieval	—Unverified
Modeling the evolution of temporal knowledge graphs with uncertainty	Jan 12, 2023	Gaussian ProcessesGraph Neural Network	—Unverified
Modelling Multi-relations for Convolutional-based Knowledge Graph Embedding	Oct 21, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified

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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