2月26日，78歲的《壹傳媒》創辦人黎智英兩宗欺詐罪獲撤罪。
CMD_MODULE = 0x00010001
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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.
And finally, Gecqua, the water-type lizard with eyes nearly the size of its head and lashes that deserve their own beauty sponsorship. Gecqua doesn't blink; it poses. It's wide-eyed but fierce, adorable but dramatic. If confidence were a starter stat, Gecqua would be maxed out.。业内人士推荐PDF资料作为进阶阅读
mcp2cli takes the CLI approach further.
Finding DJI drones in stock is becoming tougher and tougher. There's been a lot of conversation around the ban on DJI imports, but it's still possible to find popular models on Amazon (for now). And better yet, the DJI Mini 5 Pro Fly More Combo has hit a new record-low price on Amazon.。关于这个话题，新收录的资料提供了深入分析