Approaches 1 and 2 offer flexibility in designing multimodal reasoning behavior from scratch using widely available non-reasoning LLM checkpoints but place a heavy burden on multimodal training. Approach 1 must teach visual understanding and reasoning simultaneously and requires a large amount of multimodal reasoning data, while Approach 2 can be trained with less reasoning data but risks catastrophic forgetting, as reasoning training may degrade previously learned visual capabilities. Both risk weaker reasoning than starting from a reasoning-capable base. Approach 3 inherits strong reasoning foundations, but like Approach 1, it requires reasoning traces for all training data and produces reasoning traces for all queries, even when not beneficial.
政策风向：中国已对50个国家实施单方面免签，同29个国家全面互免签证
«Но для общественного мнения России, по-моему, это позитивный сигнал, что Иран продолжает идти по предсказуемой, понятной дороге, остается договороспособным, ориентированным на спокойное, мирное развитие ситуации», — заключил он.。关于这个话题，新收录的资料提供了深入分析
Cathy Killick/BBC。关于这个话题，新收录的资料提供了深入分析
Начальник ГРУ заявил о жестком вопросе Киеву после покушения на генерала Алексеева14:48。业内人士推荐PDF资料作为进阶阅读
Palestinian militants killed some 1,200 people, mostly civilians, in the initial attack and took another 251 hostage. The ceasefire deal ended major military operations and led to the release of all remaining captives but left major questions about Gaza’s future unanswered.