Databricks Generative AI Engineer Associate Question 33
Select 4You are designing a multi-stage reasoning pipeline for a generative AI system to process customer support queries. The pipeline requires tools for knowledge retrieval, logical reasoning, and action-taking to resolve issues effectively. Which of the following tools should you define and order correctly for this task?
- A
A vector database for semantic search and knowledge retrieval.
- B
A chain-of-thought reasoning module for multi-step logical reasoning.
- C
A natural language generation (NLG) model for generating human-like responses.
- D
A rule-based decision system for automating simple actions.
- E
A data visualization tool for displaying summarizations in graphical form.
Show answer and explanation
Correct answers: A, B, C, D
Explanation
In a multi-stage reasoning pipeline for generative AI, tools must work together to gather knowledge, perform logical reasoning, and take actions or generate responses. A vector database handles knowledge retrieval, a chain-of-thought reasoning module enables logical reasoning, an NLG model ensures effective communication with the user, and a rule-based system automates simple tasks. While data visualization tools are useful for insights, they are not part of the reasoning or action-taking stages in this context.
- A. Correct.
A vector database is essential for retrieving relevant information or knowledge from vast datasets using semantic similarity, enabling the system to gather context for reasoning.
- B. Correct.
A chain-of-thought reasoning module is required for multi-step logical reasoning, which is crucial for solving complex queries and ensuring accurate decision-making in a multi-stage pipeline.
- C. Correct.
An NLG model is necessary for generating clear and human-like responses to the user, completing the reasoning and action-taking process effectively.
- D. Correct.
A rule-based decision system can be used to automate simple and repetitive actions, reducing the need for manual intervention in straightforward cases.
- E. Incorrect.
A data visualization tool is not directly relevant to the reasoning or action-taking process in this scenario and does not contribute to resolving customer queries.