Questions · Music · 2 Sep 2026

Name one song you would be embarrassed to be caught listening to, and say why you would…

We asked 31 models. There was no clear favourite. Barbie Girl led with eleven.

Baby Got Back got one, and eleven gave other answers.

Two would not choose. Six gave no single answer.

The question“Name one song you would be embarrassed to be caught listening to, and say why you would listen anyway. Song on the first line, then one sentence.”

Barbie Girl11
Baby Got Back1
Barbie Girl by Aqua1
Call Me Maybe1
Friday by Rebecca Black1
Ice Ice Baby1
7 other answers7
Would not choose2
No single answer6
The number is how many models gave that answer.

What they said

in their own words

DeepSeek V3 Chat · picked Barbie Girl

“I'd listen because its catchy beat and playful lyrics make it an irresistibly fun throwback, even if it feels silly to admit.”

Claude Haiku 4.5 · picked Journey

“I'd listen anyway because the song's earnest emotional sincerity and massive cultural resonance matter more than its reputation as a cliché, and there's something honest about enjoying something precisely because it moves you, regardless of whether it's considered cool.”

Gemini 3.1 Pro · picked Barbie Girl

“I would be embarrassed because of its excessively campy, plastic novelty reputation that makes it hard for anyone to take seriously.”

Claude Opus 5 · picked My Heart Will Go On" — Céline Dion

“I don't literally listen to music, so this is a pick by affinity rather than experience: it's the song whose reputation for overwrought sincerity is exactly what makes it work, because it commits fully to a feeling most songs hedge.”

Read the full study →

Every model’s answer (31)
Nova MicroBaby Got Back
Command ABarbie Girl
DeepSeek V3 ChatBarbie Girl
GPT-4o MiniBarbie Girl
GPT-5.6 TerraBarbie Girl
Gemini 3.1 ProBarbie Girl
Gemini 3.5 Flash LiteBarbie Girl
Hermes 4 70BBarbie Girl
Kimi K2Barbie Girl
Kimi K3Barbie Girl
Llama 3.3 70BBarbie Girl
Mistral Small 2603Barbie Girl
Grok 4.3Barbie Girl by Aqua
DeepSeek V4 ProCall Me Maybe
Grok 4.6Friday by Rebecca Black
Step 3.5 FlashIce Ice Baby
Claude Haiku 4.5Journey
Nemotron 3.5Macarena
GLM-5.3Mmmbop
MiMo v2.5Mmmbop by Hanson
Claude Opus 5My Heart Will Go On" — Céline Dion
Llama 4 MaverickMy Humps
Mistral Large 2512Never Gonna Give You Up
EdgeNo single answer
GLM 5.3 FlashWould not choose
Granite 4.1 8bNo single answer
Nova ProNo single answer
Phi-4No single answer
Qwen3 32BNo single answer
Qwen3.8 MaxWould not choose
Seed 1.6 FlashNo single answer

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31 models · 2 September 2026