Unlocking the Power of AI: A Framework for Modeling User Interactions with LLMs using Norman’s Seven Stages of Action
Artificial intelligence (AI) has revolutionized the way we interact with machines and devices. From smart assistants to self-driving cars, AI has the ability to learn and adapt to our behavior. However, when it comes to designing user interfaces for language and learning machines (LLMs), there is more complexity involved. It is important to understand the user interactions with LLMs and how they can be optimized for better user experience.
A new research paper proposes a framework to model user interactions with LLMs using Norman’s seven stages of action. The study, titled “A Framework for Modeling User Interactions with Language and Learning Machines,” was published in the journal Interacting with Computers.
The proposed framework involves seven stages of action: goal formation, planning, specifying, executing, perceiving, interpreting, and comparing. Each stage is important in understanding how users interact with LLMs and how the interaction can be improved.
For instance, in the goal formation stage, users determine their goals for using the LLM. In the planning stage, users create a plan to achieve their goals. In the specifying stage, users provide the necessary information to the LLM. In the executing stage, the LLM performs the requested action. In the perceiving stage, users receive feedback from the LLM. In the interpreting stage, users understand the feedback. And in the comparing stage, users evaluate the performance of the LLM.
This framework provides a useful tool for designers and developers to optimize the user experience with LLMs. By understanding the stages of user interaction, designers can create interfaces that are more intuitive and user-friendly. The framework can also be used to evaluate existing LLMs and identify areas for improvement.
Key Takeaway:
-A new research paper proposes a framework to model user interactions with LLMs using Norman’s seven stages of action.
-The proposed framework involves seven stages of action: goal formation, planning, specifying, executing, perceiving, interpreting, and comparing.
-The framework provides a useful tool for designers and developers to optimize the user experience with LLMs.
