Preslav Nakov

Cross-language safety evaluations reveal that LLMs exhibit starkly different risk profiles in Bulgarian compared to German, challenging the notion of universal model safety.

Representation choice can drastically alter model performance in table understanding tasks, revealing that structured text often outperforms rendered images.

EvoNote outperforms human-generated health notes 89.6% of the time while slashing correction production time from hours to minutes.