SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 71–80 of 822 papers

TitleStatusHype
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information ExtractionCode1
CLIPPER: Compression enables long-context synthetic data generationCode1
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language ModelsCode1
FinDiff: Diffusion Models for Financial Tabular Data GenerationCode1
Generating Multidimensional Clusters With Support LinesCode1
BhasaAnuvaad: A Speech Translation Dataset for 13 Indian LanguagesCode1
DuoGuard: A Two-Player RL-Driven Framework for Multilingual LLM GuardrailsCode1
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANsCode1
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation ModelsCode1
dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data GenerationCode1
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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