Трамп определил приоритетность Украины для США20:32
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。搜狗输入法下载是该领域的重要参考
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.。雷速体育是该领域的重要参考
看着“未来之城”拔节生长，北京建工三建公司机电安装分公司水电队队长谭双剑代表内心自豪。他参与了雄安站、容西片区、容东片区等建设，见证了雄安新区从“一张图”到“一座城”的蜕变。“高标准高质量推进雄安新区建设现代化城市，牵住了疏解北京非首都功能这个‘牛鼻子’，京津冀协同发展不断迈上新台阶。”谭双剑代表说。，推荐阅读同城约会获取更多信息