Author

Tomasz Radzikowski

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#natural language process... Preprint Oct 2026

What Do Audio-Language Judges of Generated Music Listen For? Four Probes with Controls from Expert Ratings

Open audio-language models are used as judges of generated music: given a clip and its text prompt, the model rates the clip, and the judge is validated by how well its ratings correlate with expert ratings. The correlation does not show what the judge responds to: the music, the text prompt, or the way the question is...

M. Modrzejewski, Tomasz Radzikowski · 0 citations

Preprint Aug 2026

DINO-A: Adapting Self-Distillation Vision Transformers to General Audio Representation Learning

DINO-A is presented, an adaptation of self-distillation from vision to general audio representation learning, and it is traced to two mechanisms: the interaction between DINO's high-dimensional projection space and FSD50K's limited scale, and the additional cost of multi-crop augmentation, which DINO uses but BYOL-A v2...

Tomasz Radzikowski, M. Modrzejewski, Przemysław Rokita · 0 citations