Case Study

Feedback Strategy for a Specialized Language Model

A company is developing a language model to act as a sensitive and empathetic chatbot for users discussing personal challenges. The model must be aligned on two key criteria: 1) providing factually accurate, safe, and helpful information, and 2) demonstrating nuanced understanding and emotional appropriateness in its tone and phrasing. The company has a limited budget for the alignment process. Given these requirements, which of the following feedback strategies would be most effective and why?

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Updated 2025-09-26

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