arxivcs.AIcs.CL2026-07-08
RL Post-Training Builds Compositional Reasoning Strategies
Azwar Abdulsalam, Nishil Patel, Andrew Saxe
Does RL post-training merely amplify primitive skills already latent in a base model, or can it compose primitive skills into new higher-level strategies? We study this question in a fully observable rewrite-grammar environment where the pretraining distribution is known and ever…