Что думаешь? Оцени!
Follow topics & set alerts with myFT
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.，详情可参考safew官方下载
最可怕的是大语言模型（LLM）的接入，它赋予了这些美女们“大脑”。这些模型被喂养了数以万计的社交账号的内容、心理学教材、往期成功的诈骗话术。一方面在社交账号上，每天自动根据美女的设定的身份，生成和发布不同的内容，生动形象地展示她的人设。另一方面，在受害者添加社交账号后，比如微信或telegram，自动聊天，使其能够通过自然语言处理（NLP）技术，敏锐地捕捉受害者文字中的情绪波动。
，这一点在币安_币安注册_币安下载中也有详细论述
be integrated with a wide range of data sources
Солнце выбросило гигантский протуберанец размером около миллиона километров02:48。业内人士推荐体育直播作为进阶阅读