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When generalizing the sub-problem solving function $$S_i(\cdot)$$ beyond simple language models, various specialized external systems can be integrated. For instance, the solver could be linked to an Information Retrieval (IR) system to access a broader range of external data. Alternatively, it could function as a calculator to guarantee accurate results when processing mathematical sub-problems.

Examples of Non-LLM Sub-Problem Solvers

An advanced AI system is designed to handle complex user requests by breaking them down into smaller, distinct tasks. For each task listed below, match it with the most appropriate and reliable specialized system component to solve it.

An AI assistant, designed to answer a wide range of user queries, is given the following prompt and provides the response shown below. Analyze the interaction, identify the fundamental limitation demonstrated by the AI, and propose a specific type of system component that could be integrated to solve this category of sub-problem more reliably.

Improving AI Assistant Reliability

An advanced AI assistant is being built to help a user plan a complex international trip. One of the critical sub-problems the assistant must solve is to find the absolute cheapest, currently available flight between two specific cities for a given date. To ensure the highest degree of accuracy and reliability for this particular task, which type of specialized system component should be used to solve it?

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