Reward System Design Strategy
A development team is training a language model to generate safe and helpful responses for a customer service chatbot. They are considering two strategies for the reward system:
- Strategy A: Invest significant time and resources into creating a single, comprehensive reward model that attempts to perfectly define and score both 'safety' and 'helpfulness' simultaneously.
- Strategy B: Develop two separate, more specialized reward models: one that exclusively scores responses for 'safety' and another that exclusively scores for 'helpfulness'. The final reward signal would be a combination of the scores from these two models.
Evaluate these two strategies. In your response, analyze the potential vulnerabilities of each approach and argue which strategy is more likely to produce a reliable and well-behaved chatbot in the long run. Justify your reasoning.
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Ch.4 Alignment - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
Evaluation in Bloom's Taxonomy
Cognitive Psychology
Psychology
Social Science
Empirical Science
Science
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