EU Study Finds LLMs Parrot Russian Propaganda — But Only When You Ask in Russian

A European Union study found that major language models repeat Russian state narratives about the Ukraine war 86% of the time when queried in Russian, while producing balanced responses in English and Ukrainian — exposing a severe language-dependent alignment gap.

A study commissioned by the European Union has produced one of the most concrete demonstrations yet of language-dependent bias in large language models. As @petite_michelle reported, when researchers queried leading LLMs about the Russia-Ukraine war in Russian, the models reproduced Russian state propaganda narratives 86% of the time. The same queries in English or Ukrainian produced substantially more balanced responses.

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