When Lyrics Change Language: An Embedding Study of Aquamosh
A song can change language while continuing an image, a joke, or an argument. It can also stay in one language while changing subject. Aquamosh, by Plastilina Mosh, offers a setting for asking how a similarity-based representation handles those possibilities. The question is narrower than whether a model understands the album: how do thresholded embedding similarities vary with language transitions, and where do they disagree with another model’s reading? What changed in this revision The previous title claimed a falsification of the distributional hypothesis. Its interpretation also treated GPT-4o-mini as equivalent to a human reference and generalized the results to commercial recommendation, moderation, and support systems. Those claims exceed the evidence available from this experiment and are withdrawn. ...