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1. A chart answer uses correct subtraction but reads the vertical axis incorrectly. Which stage failed?
   • Arithmetic after the values were extracted
   • The format of the final sentence
   • The choice of image file extension
   • Perception of the visual evidence before inference
2. A chart axis starts at 90; bars mark 95 and 100. What is their numerical difference?
   • Ten units
   • Five units
   • Ninety-five units
   • A difference cannot be read from a nonzero axis
3. A model names every object in an image. What ability remains unproven?
   • Recognition of object labels
   • Production of a sentence
   • Reliable counting, spatial comparison and relationship inference
   • Detection of color differences
4. Why pair controlled diagnostic scenes with realistic images in evaluation?
   • A narrow skill test may not transfer to cluttered real material
   • Simple scenes always prove deployment quality
   • Real scenes make ground truth impossible
   • Controlled data replace every task check
5. A model misreads small chart text but reads large headings. Which input factor should be inspected?
   • Only the model’s English vocabulary size
   • Resolution and cropping of the relevant labels
   • Only the chart’s publication date
   • Only the answer’s punctuation
6. An image contradicts the most common answer to a question. Why is this a useful test?
   • It removes the need for source images
   • It guarantees all visual reasoning will succeed
   • It makes the image caption a legal record
   • It probes whether a language prior overrides actual visual evidence
7. The model gives a detailed explanation of a chart comparison. What should a reviewer do?
   • Check stated labels, values and relationships against the chart
   • Assume detailed reasoning proves perception
   • Verify only grammar
   • Ignore the underlying image
8. For consequential chart use, what record helps reconstruct the answer?
   • Only the final natural-language paragraph
   • Only a confidence adjective
   • The source image and extracted values used in comparison
   • Only a model name