PICACO: Pluralistic In-Context Value Alignment of LLMs via Total Correlation Optimization 事件

PICACO: Pluralistic In-Context Value Alignment of LLMs via Total Correlation Optimization arXiv:2507.16679v4 Announce Type: replace Abstract: In-Context Learning has shown great potential for aligning Large Language Models (LLMs) with human values, helping reduce harmful outputs and accommodate diverse preferences without costly post-training, known as In-Context Alignment (ICA). However, LLMs' comprehension of input prompts remains agnostic, limiting ICA's ability to address value tensions--hu