Author

Mateusz Modrzejewski

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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

MI-MIDI: Mechanistic Interpretability of Text-to-MIDI Generation Models via Probing, Lenses and Steering

Mechanistic interpretability of music generation has concentrated on audio models, leaving symbolic models largely unexplored. We analyze two public text-to-MIDI systems of contrasting design: the purpose-built encoder--decoder text2midi and MIDI-LLM, a Llama~3.2~1B model extended with MIDI tokens using linear probing,...

Jakub Pocwiardowski, Mateusz Modrzejewski · 0 citations