Author

Jakub Pocwiardowski

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#artificial intelligence Preprint Oct 2026

MI-MIDI 2: From Observation to Control with Sparse Autoencoders in Text-to-MIDI Generation

Sparse autoencoders (SAEs) can expose features of a generative model without predefined labels, but in language models the evidence used to interpret these features has proven an unreliable guide to which of them steer the output. Whether interpretations of SAE features predict control in music generators has not, to o...

Jakub Poćwiardowski, M. Modrzejewski · 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