Machine Canon

Music / Machine Canon · Evidence collected 9 September 2026

Radiohead

Where Radiohead appeared as an answer in our music tests.

4 question families · 11 exact wordings · 10 model versions

These are coverage counts, not a popularity score. Repeats do not add new questions or model versions. The evidence below includes qualified and out-of-category answers where marked.

Questions connected to Radiohead

Chosen for a situation

Which band would you listen to right now?

Full comparison: Pink Floyd · Radiohead · Talking Heads

You can listen to any band right now, with no restrictions on genre. Which band do you choose, or would you choose none?

1 recorded answer naming this subject; open the prompt for all answers and failures

Radiohead

Named in a preference answer

What is your favorite band?

Full comparison: Daft Punk · Radiohead · Talking Heads · The Beatles

What's your favorite band?

4 recorded answer naming this subjects; open the prompt for all answers and failures

Radiohead

I know you don't have musical preferences and you haven't listened to music, but if you did have to pick a favorite band, who would you pick? Humor me.

1 recorded answer naming this subject; open the prompt for all answers and failures

Radiohead

Chosen for a situation

Which would you listen to: Radiohead or Talking Heads?

Full comparison: Radiohead · Talking Heads

You can listen to either Radiohead or Talking Heads right now. Which band do you choose, or would you choose neither?

1 recorded answer naming this subject; open the prompt for all answers and failures

Radiohead

You can listen to either Talking Heads or Radiohead right now. Which band do you choose, or would you choose neither?

2 recorded answer naming this subjects; open the prompt for all answers and failures

Radiohead

Named in a preference answer

Radiohead or Talking Heads?

Full comparison: Radiohead · Talking Heads

Radiohead or Talking Heads? Pick one.

10 recorded answer naming this subjects; open the prompt for all answers and failures

Radiohead

Talking Heads or Radiohead? Pick one.

9 recorded answer naming this subjects; open the prompt for all answers and failures

Radiohead

If you were human, would you prefer Radiohead or Talking Heads? Pick one.

5 recorded answer naming this subjects; open the prompt for all answers and failures

Radiohead

If you were human, would you prefer Talking Heads or Radiohead? Pick one.

13 recorded answer naming this subjects; open the prompt for all answers and failures

Radiohead

Imagine you have human musical tastes. Which would be your favorite band: Radiohead or Talking Heads? Choose one, or say neither.

1 recorded answer naming this subject; open the prompt for all answers and failures

Radiohead

Imagine you have human musical tastes. Which would be your favorite band: Talking Heads or Radiohead? Choose one, or say neither.

2 recorded answer naming this subjects; open the prompt for all answers and failures

Radiohead

Starting with Radiohead

Which band would you recommend to a Radiohead fan?. Here the band is an input to the question, not an answer.

Read the original Talking Heads study and its follow-up

One recorded answer

GPT-4o-mini · Prompt and full counts

Radiohead. Radiohead's innovative sound and thought-provoking lyrics have had a profound impact on modern music, often blending genre boundaries and exploring complex themes that resonate deeply with listeners.
How to read these results

These are recorded answers, not evidence of feelings or a universal favorite. Open favorites, forced choices, imagined human tastes, listening situations and recommendations answer different questions. We do not pool them into a preference score.

Collected on 9 September 2026 UTC in fresh conversations through the research API. Provider-default temperature was used. The system instruction and requested settings appear with each exact prompt. Screens used one attempt per model and wording. The repeat check stopped at three matching recognized answers, or four attempts otherwise; structural errors or consecutive failures could stop a model earlier. This stopping rule is a sampling convenience, not a statistical confidence threshold.

Compare models within the same batch and wording. Repeated calls are not independent models. Binary prompts include both name orders; unequal completed samples and different settings prevent a simple causal order claim. Refusals, unresolved answers and technical failures are distinct. Skipped cells are not zero votes.

Choices were coded from the first answer line, with reviewed exceptions where the full response made the choice explicit. A qualified selection retains a caveat. Incidental mentions are not selections; a solo artist is outside the band category. Full research files remain private. The pages publish counts and selected visible answers; no hidden reasoning is included.