**Show HN: I put a $2.43 necklace on 3 outfits. VLMs priced it at $19 to $104**

**Show HN: I put a $2.43 necklace on 3 outfits. VLMs priced it at $19 to $104**

> Context-driven valuation bias and halo effects across six multimodal LLMs (companion study to Lee, 2026) - BraveAnn011/ai-halo-valuation-bias Does the outfit price the jewelry? Same person, same $2.43 necklace, three outfits: a behavioral study of context-driven valuation bias in six multimodal LLMs Brianne Lee · July 2026 · briannelee011@gmail.com Companion study to Which answer did the 17-year-old write? (Lee, 2026...

**来源信息**
- **来源**：Hacker News：AI 热帖
- **分类**：论文
- **发布时间**：2026-07-28 21:07（北京时间）
- **原文**：[打开原文](https://github.com/BraveAnn011/ai-halo-valuation-bias)