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English(EN) The Language of the Question Selects the Market: Query Language and Exit IP as Separable Factors in Commercial Recommendations from a Generative Search Interface

ChatGPT推荐受查询语言影响，而非地理位置

作者 PulseAugur 编辑部 · [2 个来源] ·

一项关于ChatGPT商业推荐的研究发现，查询语言而非退出IP位置，主要决定了是否会推荐本地供应商。该研究跨越多种语言和国家进行，结果显示，首个推荐不稳定，即使输入相同也会发生变化。此外，语言和地理位置是可分离的因素，语言影响品牌名称的市场，而地理位置则影响该市场内推荐的具体产品。 AI

影响 这项研究强调了生成式搜索界面如何受到用户输入语言的影响，从而影响商业推荐，并可能影响本地企业的市场可见度。

排序理由 该集群包含一篇阐述AI模型行为实验结果的学术论文。

在 arXiv cs.IR (Information Retrieval) 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

ChatGPT推荐受查询语言影响，而非地理位置

本文如何被排名

Signal score
1 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Research
该集群包含一篇阐述AI模型行为实验结果的学术论文。
Source corroboration
2 independent sources
Multiple independent publishers reporting the same story raises confidence that it's real and newsworthy.
Topics
paper, product
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
2 days old
Coverage has settled into its steady-state source set.

完整方法见我们的编辑标准。

报道来源 [2]

  1. arXiv cs.CL TIER_1 English(EN) · Dmitrij \.Zatuchin ·

    问题的语言选择市场：生成式搜索界面中的商业推荐中可分离的因素——查询语言和退出IP

    arXiv:2608.30052v1 Announce Type: cross Abstract: When a generative search interface answers a commercial question, which market's products it names is decided before the model reasons about the products. We report a controlled probe of 234 runs against the logged-out ChatGPT web…

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Dmitrij Żatuchin ·

    提问的语言选择市场：生成式搜索界面中的商业推荐中可分离的因素——查询语言和退出IP

    When a generative search interface answers a commercial question, which market's products it names is decided before the model reasons about the products. We report a controlled probe of 234 runs against the logged-out ChatGPT web interface and the OpenAI API, collected on 29 and…

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