SOTAVerified

Synthetic Data Generation

The generation of tabular data by any means possible.

Papers

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Showing 151–160 of 822 papers

TitleStatusHype
Scalable and Ethical Insider Threat Detection through Data Synthesis and Analysis by LLMs—0
Few-shot_LLM_Synthetic_Data_with_Distribution_MatchingCode0
DuoGuard: A Two-Player RL-Driven Framework for Multilingual LLM GuardrailsCode1
Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data SynthesisCode0
MultiFloodSynth: Multi-Annotated Flood Synthetic Dataset Generation—0
Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2—0
Automatic Prompt Optimization Techniques: Exploring the Potential for Synthetic Data Generation—0
SimBEV: A Synthetic Multi-Task Multi-Sensor Driving Data Generation Tool and DatasetCode1
BARE: Leveraging Base Language Models for Few-Shot Synthetic Data Generation—0
CoddLLM: Empowering Large Language Models for Data Analytics—0
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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