Author

Thomas S. Robinson

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#machine learning Review Sep 2026

Shared Autoregressive Context Can Distort Relationships in Synthetic Data

Large language models can generate several records within one autoregressive completion, making earlier answers available as context for later records. This paper shows that such shared-completion batching can distort relationships among variables in the resulting synthetic data, using controlled tests on synthetic sur...

Thomas S. Robinson · 0 citations