English(EN) Cross-Lingual Bias in Large Language Models: A Comparative Analysis of English and Swahili

大型语言模型在英汉双语中表现出转变而非转移的偏见

作者 PulseAugur 编辑部 · [1 个来源] · 2026-08-05 04:00

一篇新研究论文分析了GPT-5.2和Gemini 2.5 Flash等大型语言模型中存在的跨语言偏见。通过提交对称的英文和斯瓦希里文提示对，研究发现偏见在语言之间是转变而非转移，刻板印象率和拒绝行为发生了显著变化。研究强调，以英语为中心的偏见审计不足以确保多语言大型语言模型部署的公平表现。 AI

影响强调了仅基于英语的偏见审计对于多语言大型语言模型部署的不足，需要新的评估策略。

排序理由分析大型语言模型跨语言偏见的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]

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arXiv cs.CL TIER_1 English(EN) · Ruolei Zhang, Teddy Njuguna, Yue Feng · 2026-08-05 04:00

大型语言模型中的跨语言偏见：英汉与斯瓦希里语的比较分析

arXiv:2608.03532v1 Announce Type: new Abstract: Large language models are increasingly deployed in multilingual contexts, yet safety alignment and bias evaluation remain overwhelmingly English-centric. We investigate whether social biases generalise across languages by submitting…