- Exam Code: NCA-GENM
- Exam Name: NVIDIA Generative AI Multimodal
- Updated: Jul 03, 2026
- Q & A: 403 Questions and Answers
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1. Consider a scenario where you are evaluating the performance of a multimodal A1 model that generates descriptions for images. However, the generated descriptions tend to be repetitive and lack diversity. Which of the following techniques can be employed to address this issue and encourage more diverse and creative outputs from the model? (Select TWO)
A) Increasing the model's training data size.
B) Utilizing a temperature scaling parameter during decoding and increasing its value.
C) Employing a nucleus sampling (top-p sampling) decoding strategy.
D) Using a beam search decoding strategy with a small beam width.
E) Using a greedy decoding strategy.
2. You're building a chatbot that can understand both text and images. The chatbot is intended to answer questions about images uploaded by users. However, you observe that when presented with complex scenes containing multiple objects, the chatbot struggles to accurately identify and describe the objects being queried. Which of the following strategies would be MOST beneficial in improving the chatbot's performance on complex visual scenes?
A) Integrate an object detection model to identify and localize objects in the image before feeding the information to the chatbot.
B) Reduce the resolution of the input images.
C) Remove the image processing component entirely.
D) Use a larger language model for the chatbot.
E) Train the chatbot on a dataset with only simple images containing a single object.
3. You are evaluating a Generative A1 model for image captioning. Which of the following metrics is MOST appropriate for assessing the semantic similarity between the generated captions and the ground truth captions?
A) Perplexity
B) CIDEr score
C) BLEU score
D) ROUGE score
E) Inception Score
4. You are building a multimodal generative A1 model that creates realistic indoor scenes by combining textual descriptions, floor plans (geospatial data), and object libraries. The goal is to generate high-quality 3D models of the scenes. However, the model often produces scenes with physically implausible object arrangements (e.g., objects floating in the air, overlapping furniture). How can you MOST effectively integrate physical constraints into the generation process to ensure more realistic scene compositions?
A) Increase the size of the training dataset with more examples of realistic indoor scenes.
B) Train a separate discriminator network that evaluates the physical plausibility of generated scenes and penalizes implausible configurations during training.
C) Force the model to generate only scenes that exist within the training set.
D) Use a physics engine (e.g., NVIDIA PhysX) as a post-processing step to simulate the generated scene and correct any physically implausible object placements.
E) Implement a rule-based system that enforces basic physical constraints (e.g., objects must be supported by a surface, no object interpenetration) during the generation process.
5. You're developing a multimodal A1 system that takes image data, text descriptions, and user interaction data (clicks, dwell time) to generate personalized product recommendations. To effectively combine these modalities and capture complex relationships, which model architecture would be most suitable?
A) A decision tree-based model.
B) A Naive Bayes classifier.
C) A simple linear regression model.
D) A deep learning architecture incorporating attention mechanisms and cross-modal fusion layers, with separate embedding layers for each modality, followed by a shared representation layer for joint learning and prediction.
E) A k-nearest neighbors (KNN) algorithm.
Solutions:
| Question # 1 Answer: B,C | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: B,D,E | Question # 5 Answer: D |
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