human-like responses to a variety of prompts
https://github.com/narwhal-io/narwhal/releases/tag/narwhal-0.5.0。业内人士推荐heLLoword翻译官方下载作为进阶阅读
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下载
变化四：新兴先进封测技术的兴起CoWoS先进封装可谓HBM的黄金搭档。随着全球对于高性能计算（HPC）及人工智能（AI）芯片需求的持续增长，也推动了对于台积电CoWoS（Chip on Wafer on Substrate）先进封装产能的需求暴涨，虽然台积电持续扩大产能，但依然难以满足市场需求，成为了限制HPC及AI芯片产能的另一关键瓶颈。这也使得部分客户考虑寻求台积电CoWoS以外的替代方案，其中就包括英特尔的EMIB-T先进封装技术。。体育直播是该领域的重要参考