郭锐任职荣耀期间，主导荣耀从“中国荣耀”到“世界荣耀”的品牌跨越，推动端侧AI在消费级市场的落地。
Abstract:Humans shift between different personas depending on social context. Large Language Models (LLMs) demonstrate a similar flexibility in adopting different personas and behaviors. Existing approaches, however, typically adapt such behavior through external knowledge such as prompting, retrieval-augmented generation (RAG), or fine-tuning. We ask: do LLMs really need external context or parameters to adapt to different behaviors, or do they already have such knowledge embedded in their parameters? In this work, we show that LLMs already contain persona-specialized subnetworks in their parameter space. Using small calibration datasets, we identify distinct activation signatures associated with different personas. Guided by these statistics, we develop a masking strategy that isolates lightweight persona subnetworks. Building on the findings, we further discuss: how can we discover opposing subnetwork from the model that lead to binary-opposing personas, such as introvert-extrovert? To further enhance separation in binary opposition scenarios, we introduce a contrastive pruning strategy that identifies parameters responsible for the statistical divergence between opposing personas. Our method is entirely training-free and relies solely on the language model's existing parameter space. Across diverse evaluation settings, the resulting subnetworks exhibit significantly stronger persona alignment than baselines that require external knowledge while being more efficient. Our findings suggest that diverse human-like behaviors are not merely induced in LLMs, but are already embedded in their parameter space, pointing toward a new perspective on controllable and interpretable personalization in large language models.，更多细节参见91视频
，详情可参考咪咕体育直播在线免费看
Чтобы как-то прокормить семью, вместе с друзьями он стал карманником. Подростковая банда обчищала чужие карманы, действуя под присмотром бывалых воров в законе, которым всегда отдавалась часть добычи. Но в 1943 году Бабушкина, который получил кличку Чапаенок, задержали за воровство.
# GPU acceleration，这一点在服务器推荐中也有详细论述