Some notes from an AI paper:

Following up on the last article about the Nature Select team's empathy assessment method, I also reviewed their MAPO training approach. The purpose of this training method is to enable the model to maintain a stable "empathy persona" during multi-turn interactions and provide relatively consistent responses.

In other words, the focus of this methodology is on the behavioral performance of the Agent itself, rather than understanding the true psychological model, guiding human-machine interaction toward explicit "health/goodness."

Moreover, both papers lack an actionable definition of "empathy." In the text, it can roughly be understood as "the ability to demonstrate understanding, support, comfort, and non-aggressive responses in dialogue." This definition is clear but clearly not sufficiently in-depth, and the vagueness of the concept is not conducive to researchers truly solving the human-machine relationship structure problem of Agents.

Original text: