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Question 90
A training group needs a Spanish rendering of an English instruction. What language transformation is being made?
- Translation
- Entity extraction
- Speech recognition
- Summarization
Explanation
Correct Answer
A:The aim is language conversion, not category prediction. Translation conveys content from one language into another.
Incorrect Answers
B:Entity extraction identifies specific names, dates or other entities in supplied text. This does not directly meet the case requirement to translate existing instructions between languages.
C:Speech recognition turns spoken audio into textual words. This does not directly meet the case requirement to translate existing instructions between languages.
D:Summarization condenses information in longer source material into a shorter synthesis. This does not directly meet the case requirement to translate existing instructions between languages.
Question 91
An API request contains only plain text from a customer ticket and requires no visual analysis. What input setup is sufficient?
- Text-only input pipeline
- Video understanding model
- Synthetic media generation
- Multimodal input reasoning
Explanation
Correct Answer
A:A text input is adequate for purely textual evidence. A text-only pipeline interprets character or token sequences but does not directly analyze image pixels.
Incorrect Answers
B:Video understanding accounts for visual changes or events across time in moving clips. This does not directly meet the case requirement to interpret plain written input.
C:Synthetic media generation makes new visual or audio content rather than only interpreting an existing asset. This does not directly meet the case requirement to interpret plain written input.
D:Multimodal reasoning combines two or more input types when their relationships matter. This does not directly meet the case requirement to interpret plain written input.
Question 92
A claims agent asks whether a photograph shows visible dents. Which capability is necessary?
- Text-only input pipeline
- Audio-only signal interpretation without processing image pixels
- Synthetic media generation
- Image understanding model
Explanation
Correct Answer
D:The system must inspect pixels rather than just captions. Image understanding interprets visual features such as objects, charts and diagrams.
Incorrect Answers
A:A text-only pipeline interprets character or token sequences but does not directly analyze image pixels. This does not directly meet the case requirement to interpret an existing photograph.
B:Audio signal interpretation concerns recorded sound. The case provides a photograph showing physical damage, so the necessary evidence is visual rather than spoken.
C:Synthetic media generation makes new visual or audio content rather than only interpreting an existing asset. This does not directly meet the case requirement to interpret an existing photograph.
Question 93
Quality assurance wants to identify whether a recorded voice call contains a requested disclosure. What input capability is needed?
- Video understanding model
- Image understanding model
- Audio understanding model
- Text-only input pipeline
Explanation
Correct Answer
C:Audio interpretation is necessary before checking spoken statements. Audio understanding interprets speech or other audio characteristics.
Incorrect Answers
A:Video understanding accounts for visual changes or events across time in moving clips. This does not directly meet the case requirement to interpret recorded spoken content.
B:Image understanding interprets visual features such as objects, charts and diagrams. This does not directly meet the case requirement to interpret recorded spoken content.
D:A text-only pipeline interprets character or token sequences but does not directly analyze image pixels. This does not directly meet the case requirement to interpret recorded spoken content.
Question 94
A mechanic sends a photo plus a typed error code and asks for a combined diagnosis. Which model capability matters?
- Multimodal input reasoning
- Synthetic media generation
- Audio understanding model
- Text-only input pipeline
Explanation
Correct Answer
A:Relevant evidence spans image and text signals. Multimodal reasoning combines two or more input types when their relationships matter.
Incorrect Answers
B:Synthetic media generation makes new visual or audio content rather than only interpreting an existing asset. This does not directly meet the case requirement to combine the different input modalities.
C:Audio understanding interprets speech or other audio characteristics. This does not directly meet the case requirement to combine the different input modalities.
D:A text-only pipeline interprets character or token sequences but does not directly analyze image pixels. This does not directly meet the case requirement to combine the different input modalities.
Question 95
A safety reviewer needs to know whether a warehouse worker entered a restricted area during a 20-second clip. Which capability fits?
- Text-only input pipeline
- Still-image object recognition without tracking changes across frames
- Audio understanding model
- Video understanding model
Explanation
Correct Answer
D:Temporal video frames convey a sequence rather than one picture. Video understanding accounts for visual changes or events across time in moving clips.
Incorrect Answers
A:A text-only pipeline interprets character or token sequences but does not directly analyze image pixels. This does not directly meet the case requirement to interpret movement in a video.
B:Still-image recognition can identify objects in a single frame. The case asks whether a worker entered an area during a 20-second sequence, requiring temporal video understanding.
C:Audio understanding interprets speech or other audio characteristics. This does not directly meet the case requirement to interpret movement in a video.
Question 96
An entertainment team wants a novel animated clip from a description, not analysis of an existing clip. Which task applies?
- Image understanding model
- Text-only input pipeline
- Synthetic media generation
- Audio understanding model
Explanation
Correct Answer
C:New media must be synthesized from the prompt. Synthetic media generation makes new visual or audio content rather than only interpreting an existing asset.
Incorrect Answers
A:Image understanding interprets visual features such as objects, charts and diagrams. This does not directly meet the case requirement to create fresh audio or video media.
B:A text-only pipeline interprets character or token sequences but does not directly analyze image pixels. This does not directly meet the case requirement to create fresh audio or video media.
D:Audio understanding interprets speech or other audio characteristics. This does not directly meet the case requirement to create fresh audio or video media.
Question 97
An accounting assistant has screenshots of invoices and must read amounts from the images. What capability extends beyond text-only inputs?
- Audio understanding model
- Image generation from a written product description
- Image understanding model
- Video understanding model
Explanation
Correct Answer
C:The values are presented visually and must be perceived. Image understanding interprets visual features such as objects, charts and diagrams.
Incorrect Answers
A:Audio understanding interprets speech or other audio characteristics. This does not directly meet the case requirement to extract meaning from images.
B:Image generation creates new visuals from prompts. The requested task is to read numeric amounts already visible in supplied screenshots, which requires image understanding.
D:Video understanding accounts for visual changes or events across time in moving clips. This does not directly meet the case requirement to extract meaning from images.
Question 98
A mobile application accepts customer voice notes and must understand the complaint before routing it. Which modality is relevant?
- Audio understanding model
- Image understanding model
- Text-only input pipeline
- Speech synthesis from written text
Explanation
Correct Answer
A:The source is recorded speech requiring audio understanding. Audio understanding interprets speech or other audio characteristics.
Incorrect Answers
B:Image understanding interprets visual features such as objects, charts and diagrams. This does not directly meet the case requirement to process spoken user messages.
C:Text-only pipelines require text input such as an already transcribed message; they do not by themselves understand an incoming audio recording.
D:Speech synthesis creates spoken audio from text. Here the source is a customer voice recording that needs to be interpreted, not generated.
Question 99
A travel assistant receives a map image and an accompanying question about walking paths. What reasoning mode is required?
- Synthetic media generation
- Audio understanding model
- Image understanding model
- Multimodal input reasoning
Explanation
Correct Answer
D:The answer depends on linking visual landmarks to textual instructions. Multimodal reasoning combines two or more input types when their relationships matter.
Incorrect Answers
A:Synthetic media generation makes new visual or audio content rather than only interpreting an existing asset. This does not directly meet the case requirement to reason over image and question together.
B:Audio understanding interprets speech or other audio characteristics. This does not directly meet the case requirement to reason over image and question together.
C:Image understanding interprets visual features such as objects, charts and diagrams. This does not directly meet the case requirement to reason over image and question together.
Question 100
A sports analyst must identify a sequence of events in a short replay, not just the final frame. Which input capability matters?
- Single-frame image recognition without temporal tracking
- Text-only input pipeline
- Video understanding model
- Audio understanding model
Explanation
Correct Answer
C:The temporal order of frames is the essential evidence. Video understanding accounts for visual changes or events across time in moving clips.
Incorrect Answers
A:A still-image recognizer can inspect one frame but cannot by itself establish the temporal order of events throughout the replay.
B:A text-only pipeline interprets character or token sequences but does not directly analyze image pixels. This does not directly meet the case requirement to analyze events across a video sequence.
D:Audio understanding interprets speech or other audio characteristics. This does not directly meet the case requirement to analyze events across a video sequence.
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