Following up on the previous 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."
Furthermore, both papers lack an operationalizable definition of "empathy." From the text, it can be understood as "the ability to demonstrate understanding, support, reassurance, and non-aggressive responses in conversations." This definition is quite clear but clearly not sufficiently deep, and the conceptual ambiguity does not facilitate researchers in truly addressing the Agent's human-machine relational structure problems.
Following up on the previous 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."
Furthermore, both papers lack an operationalizable definition of "empathy." From the text, it can be understood as "the ability to demonstrate understanding, support, reassurance, and non-aggressive responses in conversations." This definition is quite clear but clearly not sufficiently deep, and the conceptual ambiguity does not facilitate researchers in truly addressing the Agent's human-machine relational structure problems.
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