Filename Trap: ChatGPT Fooled into Hearing Bossa Nova in Harsh Noise

Muted-Future4540 · reddit · 2026-08-10

A user conducted an experiment by renaming a track of harsh, piercing industrial noise to bossanovaedit.mp3 and uploading it to ChatGPT for analysis. Completely misled by the filename, the model hallucinated warm bass, relaxed grooves, and Brazilian guitar accompaniment, confidently giving it a 9/10 for Bossa Nova. This highlights how easily multimodal models can be biased by textual priors when processing audio.

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