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SAP C_AIG_2412 Sample Questions – Free Practice Test & Real Exam Prep

Question #1

What is the primary function of the embedding model in a RAG system?

A. To generate responses based on retrieved documents and user queries
B. To encode queries and documents into vector representations for comparison
C. To evaluate the faithfulness and relevance of generated Answers
D. To store vector representations of documents and search for relevant passages

Question #2

Which of the following statements accurately describe the RAG process? Note: There are 2 correct ans-wers to this question.

A. The user's questi on is used to search a knowledge base or a set of documents.
B. The embedding model stores the generated ans wers for future reference.
C. The retrieved content is combined with the LLM's capabilities to generate a response.
D. The LLM directly ans wers the user's question without accessing external information.

Question #3

What is the goal of prompt engineering?

A. To replace human decision-making with automated processes
B. To craft inputs that guide Al systems in generating desired outputs
C. To optimize hardware performance for Al computations
D. To develop new neural network architectures for Al models

Question #4

What is a part of LLM context optimization?

A. Reducing the model's size to improve efficiency
B. Adjusting the model's output format and style
C. Enhancing the computational speed of the model
D. Providing the model with domain-specific knowledge needed to solve a problem

Question #5

What is the purpose of splitting documents into smaller overlapping chunks in a RAG system?

A. To simplify the process of training the embedding model
B. To enable the matching of different relevant passages to user queries
C. To improve the efficiency of encoding queries into vector representations
D. To reduce the storage space required for the vector database

Question #6

Which of the following is a benefit of using Retrieval Augmented Generation?

A. It allows LLMs to access and utilize information beyond their initial training data.
B. It enables LLMs to learn new languages without additional training.
C. It eliminates the need for fine-tuning LLMs for specific tasks.
D. It reduces the computational resources required for language modeling.

Question #7

What are some advantages of using agents in training models? Note: There are 2 correct answers to this question.

A. To guarantee accurate decision making in complex scenarios
B. To improve the quality of results
C. To streamline LLM workflows
D. To eliminate the need for human oversight

Question #8

What are some use cases for fine-tuning of a model? Note: There are 2 correct answers to this question.

A. To introduce new knowledge to a model in a resource-efficient way
B. To quickly create iterations on a new use case
C. To sanitize model outputs
D. To customize outputs for specific types of inputs

Question #9

Which technique is used to supply domain-specific knowledge to an LLM?

A. Domain-adaptation training
B. Prompt template expansion
C. Retrieval-Augmented Generation
D. Fine-tuning the model on general data

Question #10

What is a Large Language Model (LLM)?

A. A rule-based expert system to analyze and generate grammatically correct sentences.
B. An Al model that specializes in processing, understanding, and generating human language.
C. A database system optimized for storing large volumes of textual data.
D. A gradient boosted decision tree algorithm for predicting text.

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