Task Statement 2.1: Explain the Basic Concepts of Generative AI (GenAI). AIF-C01 Practice Questions (Page 2)

Questions 6–10

1. 6application · medium

   A game developer wants to generate realistic character dialogue for non-player characters (NPCs) in a video game. The dialogue must vary based on the player's actions. Which GenAI approach is most appropriate?

   • AUse an embedding model to find similar dialogue from a database
   • BUse a transformer-based LLM to generate dialogue conditioned on the game state and player actions
   • CUse a diffusion model to generate dialogue audio
   • DUse a speech-to-text model to convert player actions into dialogue
   Reveal Solution Discussion Select an answer first
2. 7application · medium

   A company is developing an AI assistant that can book meetings, send emails, and update calendars. The assistant needs to interact with external services. Which component is essential for the assistant to perform these actions?

   • AA multi-modal model that can process images and text
   • BA diffusion model to generate calendar images
   • CA larger context window to store all user preferences
   • DTool usage, such as APIs for calendar and email services
   Reveal Solution Discussion Select an answer first
4. 8application · easy

   A marketing team wants to generate product images for an e-commerce catalog. They have text descriptions of each product and want to create realistic images. Which type of model should they use?

   • AA speech-to-text model that transcribes audio
   • BA diffusion model that generates images from text prompts
   • CA transformer-based LLM that generates text descriptions
   • DAn embedding model that converts text into vectors
   Reveal Solution Discussion Select an answer first
5. 9application · medium

   A developer is using a foundation model to generate SQL queries from natural-language questions. The model sometimes produces incorrect queries because it lacks schema information. Which context-engineering approach is most effective?

   • AUse a larger model without providing schema information
   • BAsk the model to guess the schema based on the question
   • CIncrease the temperature setting to encourage more creative queries
   • DInclude the database schema and example queries in the system prompt
   Reveal Solution Discussion Select an answer first
6. 10foundation · easy

   A developer notices that a large language model's response time increases as the input prompt gets longer. What is the most likely reason for this?

   • AThe model is being retrained on the new prompt before generating a response
   • BThe model must process more tokens, which increases the computational work required for inference
   • CThe model's context window shrinks when the prompt is longer
   • DThe model switches to a slower, more accurate inference mode for longer prompts
   Reveal Solution Discussion Select an answer first