This work identifies 18 foundational challenges in assuring the alignment and safety of large language models (LLMs). These challenges are organized into three different categories: scientific understanding of LLMs, development and deployment methods, and sociotechnical challenges. Based on the identified challenges, we pose $200+$ concrete research questions.
翻译:本工作识别了确保大语言模型对齐与安全性的18项基础性挑战。这些挑战被归纳为三个不同类别:大语言模型的科学理解、开发与部署方法,以及社会技术挑战。基于已识别的挑战,我们提出了200余项具体研究问题。