LilyBench - Zero-Shot Compile Rate: leaderboard

Metric: Compile rate (%) of zero-shot LilyPond generations over a 200-prompt stratified bank (natural-language instruction plus composer, period, form, ensemble and part metadata); a generation counts when the LilyPond binary renders it to MIDI; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScore
1Phi-471.1
2Qwen 2.5 Coder 14B69

Interactive version: theaggregate.ai/benchmark?slug=lilybench-zero-shot-compile-rate · How It Works · Data refreshed daily, snapshot 2026-09-29.