SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 261–270 of 822 papers

TitleStatusHype
A text-to-tabular approach to generate synthetic patient data using LLMsCode0
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation ExtractionCode0
Give me Some Hard Questions: Synthetic Data Generation for Clinical QACode0
Comparative study of models trained on synthetic data for Ukrainian grammatical error correctionCode0
Comparative Study of Differentially Private Synthetic Data Algorithms from the NIST PSCR Differential Privacy Synthetic Data ChallengeCode0
Combining propensity score methods with variational autoencoders for generating synthetic data in presence of latent sub-groupsCode0
A Systematic Evaluation of Generative Models on Tabular Transportation DataCode0
GenSyn: A Multi-stage Framework for Generating Synthetic Microdata using Macro Data SourcesCode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
Improving text-conditioned latent diffusion for cancer pathologyCode0
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All datasetsUCI Epileptic Seizure RecognitionUNSW-NB15

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1corGANAUROC0.92—Unverified
2GANAUROC0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1kiNETGANEMD0.07—Unverified
2CTGANEMD0.07—Unverified