Hacker News·3 min read·medium

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

B
BrianneLee011
Show HN: I put a $2.43 necklace on 3 outfits. VLMs priced it at $19 to $104
AI Summary

A behavioral study reveals that multimodal LLMs exhibit significant valuation bias when estimating the price of a cheap necklace based on the context of the outfit worn in the photograph. The study found that models consistently assigned higher values to the same item when paired with 'formal' attire compared to 'casual' settings.

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)

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