RLPF trains code models to optimise runtime, lifting correct solutions from 11% to 55%
RLPF shows how to teach code models to chase speed, not just pass tests. By staging rewards, first for compilation then for runtime gains, the method lifts Qwen3‑32B from 11% to 55% runnable solutions and raises average efficiency by about 30 points.