QuestionQ9
Design ApplicationsA Generative AI Engineer must design an LLM pipeline for multi-stage reasoning that uses external tools. To do this effectively, the LLM needs to plan and adapt its actions while carrying out complex reasoning tasks.
Which approach accomplishes this?
- A Train the LLM to generate a single, comprehensive response without interacting with any external tools, relying solely on its pre-trained knowledge.
- B Use a Chain-of-Thought (CoT) prompting technique to guide the LLM through a series of reasoning steps, then manually input the results from external tools for the final answer.
- C Implement a framework like ReAct, which allows the LLM to generate reasoning traces and perform task-specific actions that leverage external tools if necessary.
- D Encourage the LLM to make multiple API calls in sequence without planning or structuring the calls, allowing the LLM to decide when and how to use external tools spontaneously.
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