Carey, meanwhile, has previously noted that "my lawyer got into the Rock & Roll Hall of Fame before me," referencing entertainment lawyer Allen Grubman - who also represented clients like Madonna, Bruce Springsteen and Lady Gaga.
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.，这一点在体育直播中也有详细论述
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当地时间 2 月 28 日，华为在 2026 年世界移动通信大会（MWC）上面向全球正式发布新一代 AI 超算集群 Atlas 950 SuperPoD 及多款计算解决方案。，详情可参考爱思助手下载最新版本
环境：Python 3.11+、已安装并认证的 Claude Code CLI、从 @BotFather 获取的 Telegram Bot Token。