Grokipedia

Audit finds Grokipedia less politically neutral than Wikipedia, with distinct ideological biases

A large-scale arXiv study audits political neutrality in Grokipedia—an encyclopedia generated by xAI's Grok LLM—versus Wikipedia, analyzing 1,394 article pairs about government members across nine ideology dimensions using four LLM judges (Grok, Claude, Mistral, DeepSeek). All four judges, including Grok itself, rate Grokipedia as less neutral than Wikipedia. The study finds Grokipedia favors economically right-wing politicians and penalizes socially liberal ones, while Wikipedia shows the opposite bias pattern, raising questions about whether LLM-generated content can deliver ideological neutrality.