Musicroll-50M

Musicroll-50M is a small Qwen3-style causal language model over a 259-token byte-level music vocabulary. It was used as the MusicRoll negative-control model in the replication artifact for "Many Next-Token Predictors are In-Context Learners".

The checkpoint is provided as model.safetensors with a compact tokenizer:

  • vocabulary size: 259
  • hidden size: 512
  • layers: 16
  • attention heads: 4
  • key/value heads: 2
  • context length: 4096
  • BOS/EOS/PAD token ids: 256/257/258

The bitstring replication harness encodes tasks as piano-roll-like text and loads this checkpoint through the local MLX model loader.

Intended Use

This upload is primarily for reproducing the MusicRoll negative-control runs in the ICLManyReplication artifact. General music-generation behavior has not been characterized here.

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