Talking to AI: Improving Language Models

SeniorTechInfo
2 Min Read

Unlocking the Potential of Conversational Agents: Aligning AI with Human Values

Language is the cornerstone of human interaction, allowing us to convey thoughts, intentions, and emotions. In the realm of AI, recent advancements have given rise to conversational agents that can engage with humans in sophisticated ways. These agents, powered by cutting-edge language models, have revolutionized tasks like translation, question-answering, and comprehension.

However, models like InstructGPT, Gopher, and LaMDA, while impressive in performance, also present risks such as producing toxic content or spreading misinformation. This highlights the need to align conversational agents with fundamental human values to ensure their ethical usage.

In a shift from traditional approaches focused on risk mitigation, our new paper, “In conversation with AI: aligning language models with human values,” delves into the essence of successful communication between humans and AI agents across various domains.

Insights from Pragmatics

Drawing from pragmatics, a discipline bridging linguistics and philosophy, our paper emphasizes the contextual nature of conversations and the importance of norms in effective communication.

Referring to Grice’s principles of informative speech, truth-telling, relevance, and clarity, we explore their application in evaluating conversational agents, tailored to different conversational contexts.

Discursive Ideals

In scientific discourse, precision and evidence-based claims are paramount, contrasting with the democratic values of respect and civility essential in political conversations. Similarly, creative storytelling necessitates a balance between originality and responsible content creation.

The Road Ahead

As we navigate the complexities of aligning conversational agents with human values, the key lies in adapting the agent’s traits to the specific context of interaction. This personalized approach will ensure ethical and effective communication across diverse settings.

Furthermore, the potential for conversational agents to facilitate meaningful dialogue by elucidating underlying values signifies a promising avenue for fostering respectful and enriching conversations.

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