ERR+: Sequential Entropy Resolution for Efficient and Decisive LLM Reasoning
A formal analysis showing that joint optimization of the two objectives induces gradient conflict in early training, motivating the sequential design of ERR+, a two-phase RLVR framework grounded in this observation.