SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 61–70 of 822 papers

TitleStatusHype
Using matrix-product states for time-series machine learningCode1
ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance AnalysisCode1
SimuScope: Realistic Endoscopic Synthetic Dataset Generation through Surgical Simulation and Diffusion ModelsCode1
Seed-Free Synthetic Data Generation Framework for Instruction-Tuning LLMs: A Case Study in ThaiCode1
BhasaAnuvaad: A Speech Translation Dataset for 13 Indian LanguagesCode1
SELECT: A Large-Scale Benchmark of Data Curation Strategies for Image ClassificationCode1
Training Language Models on Synthetic Edit Sequences Improves Code SynthesisCode1
Voice Disorder Analysis: a Transformer-based ApproachCode1
SynthesizRR: Generating Diverse Datasets with Retrieval AugmentationCode1
Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language ModelsCode1
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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