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George Drayson

1 accepted papers

2025

Machine-generated text detection prevents language model collapse

EMNLP 2025

As Large Language Models (LLMs) become increasingly prevalent, their generated outputs are proliferating across the web, risking a future where machine-generated content dilutes human-authored text. Since online data is the primary resource for LLM pre-training, subsequent models could be trained on