Databricks Generative AI Engineer Associate Question 32
Select 3You are developing a generative AI solution that requires multi-stage reasoning to answer complex queries. Which of the following tools should be ordered and used to gather knowledge and take actions effectively during this process?
- A
Retrieval-Augmented Generation (RAG) for fetching relevant documents at each reasoning stage
- B
An execution tool to run specific code or calculate intermediate results
- C
A prompt template for formatting user queries into natural language
- D
A knowledge graph traversal tool for retrieving structured, connected data
- E
A visualization tool to display results in a user-friendly interface
Show answer and explanation
Correct answers: A, B, D
Explanation
Multi-stage reasoning often involves tools that can gather relevant data or execute specific tasks to derive intermediate or final results. Tools like RAG, execution systems, and knowledge graph traversal enable effective data retrieval and reasoning. In contrast, other tools like prompt templates or visualization tools are auxiliary and do not directly contribute to the reasoning process.
- A. Correct.
Retrieval-Augmented Generation (RAG) is crucial for multi-stage reasoning as it fetches relevant documents or knowledge at each stage to guide decision-making.
- B. Correct.
An execution tool is essential when intermediate calculations or code execution is required to derive answers during multi-stage reasoning.
- C. Incorrect.
While a prompt template is useful for formatting queries, it is not a tool that directly gathers knowledge or takes actions in the reasoning process.
- D. Correct.
A knowledge graph traversal tool is highly effective for retrieving structured and interconnected data, which can be critical for multi-stage reasoning.
- E. Incorrect.
A visualization tool helps in presenting results but does not contribute to gathering knowledge or taking actions during the reasoning process.