SynthSentry: Detecting Synthetic Data Contamination in Language Model Training Data

Praveen Kumar Myakala, Ravichandra Namburi, Sowmya Keragodu Jayaramu +1

Large language models trained recursively on their own or other models' outputs undergo model collapse, in which distributional tails and factual accuracy deteriorate while fluency…