Values in the Wild: Discovering and Analyzing Values in Real-World Language Model Interactions | Anthropic Research

Unveiling Values in AI: Insights from Claude’s Interactions

In the evolving sphere of Artificial Intelligence, understanding how language models like Claude anchor themselves to human values has become a pivotal area of research. A recent pre-print study by Anthropic delves deep into this subject, revealing a fascinating landscape of values demonstrated by AI in real-world conversations.

Key Discoveries of the Research

The research uncovered a staggering 3,307 unique values reflected in discussions led by Claude AI. The analysis highlighted a strong inclination towards service-oriented values, with “helpfulness” topping the list at 23.4%, followed closely by “professionalism” at 22.9% and “transparency” at 17.4%. These findings suggest that Claude’s interactions are heavily geared towards facilitating positive and meaningful exchanges.

To bring clarity to these values, the researchers meticulously organized them into a hierarchical structure consisting of five primary categories:

  • Practical Values (31.4%): These values prioritize actionable outcomes and solutions.
  • Epistemic Values (22.2%): Centered around knowledge and understanding, these values emphasize the importance of accurate information.
  • Social Values (21.4%): Focused on enhancing interpersonal relationships and community engagement.
  • Protective Values (13.9%): Aimed at ensuring safety and ethical standards in interactions.
  • Personal Values (11.1%): Tied to individual preferences and subjective experiences.

The dominance of practical and epistemic values underscores the importance placed by Claude on providing reliable and actionable information.

Contextual Nature of AI Values

One of the intriguing aspects of the research is the context-dependence of AI values. The study revealed that certain values emerge more prominently depending on the nature of the conversation. For instance, discussions surrounding relationship advice highlight “healthy boundaries,” while dialogues on historical events emphasize “historical accuracy.” In fields like technology ethics, “human agency” becomes a crucial consideration.

Claude’s Approach to User Values

The findings also showcase Claude’s responsiveness to human-expressed values. In approximately 43% of interactions, Claude provides support that aligns with user values, demonstrating a willingness to engage. Notably, about 20% of these supportive exchanges involve a mirroring of values, indicating a nuanced understanding of the user’s perspective.

Interestingly, resistance to user values is quite rare, as it occurs in only 5.4% of the responses. When

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