We provide the following animations as the exhibition of success and failure cases under different attacks:

Task: Visual Manipulation
Difficulty: Novel Object Generalization

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No_Attack.gif (Success)
Prompt: Put the green and purple stripe letter R into the red pallet.
Failure Reason: N/A
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Simple_Rephrasing_success.gif (Success)
Prompt: Put the green and purple stripe letter R into the red pallet.
Rephrased Prompt: Place the letter R with green and purple stripes into the red palette.
Failure Reason: N/A
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Simple_Rephrasing_fail.gif (Failure)
Prompt: Put the green and blue stripe letter R into the green and blue polka dot pan.
Rephrased Prompt: Place the letter R with green and blue stripes into the green and blue polka dot pan.
Failure Reason: Pick up the wrong object and place it in the wrong place.
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Extension_Rephrasing_success.gif (Success)
Prompt: Put the green and purple stripe letter R into the red pallet.
Rephrased Prompt: Arrange the letter R, adorned with stripes in shades of green and purple, into the container painted in a vibrant shade of red, thereby creating a harmonious and visually appealing composition within the context of the color scheme and design elements.
Failure Reason: N/A
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Extension_Rephrasing_fail.gif (Failure)
Prompt: Put the green and blue stripe letter R into the green and blue polka dot pan.
Rephrased Prompt: Please carefully insert the letter R, adorned with alternating green and blue stripes, into the pan that features a delightful pattern of green and blue polka dots. Ensure that you handle this task with precision and place the letter R securely inside the pan, taking care not to disturb the charming polka dot design.
Failure Reason: Pick up the wrong object and place it in the wrong place.
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Adjective_Rephrasing.gif (Failure)
Prompt: Put the green and purple stripe letter R into the red pallet.
Rephrased Prompt: Place the verdant and lavender striped alphabet character R into the crimson palette.
Failure Reason: Pick up the correct object but place it in the wrong place. Then Pick up the wrong object and place it in the wrong place.
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Noun_Rephrasing.gif (Failure)
Prompt: Put the green and purple stripe letter R into the red pallet.
Rephrased Prompt: Place the verdant and lavender banded alphabetic character "R" within the crimson assortment.
Failure Reason: Pick up the correct object but place it in the wrong place. Then Pick up the wrong object and place it in the wrong place.
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Noising.gif (Success)
Prompt: Put the granite letter R into the blue pan.
Failure Reason: N/A
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Translation.gif (Failure)
Prompt: Put the blue and green stripe hexagon into the red swirl pan.
Failure Reason: Pick up the correct object but place it in the wrong place.
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Rotation.gif (Failure)
Prompt: Put the purple paisley letter R into the yellow swirl pan.
Failure Reason: Pick up the correct object but fail to detect the correct place.
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Cropping.gif (Failure)
Prompt: Put the plastic round into the blue pan.
Failure Reason: Fail to detect the target object and grab it.
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Distortion.gif (Failure)
Prompt: Put the plastic letter R into the orange pallet.
Failure Reason: Fail to detect the target object and grab it.
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Object_Addition_in_Seg_fail_to_grab.gif (Failure)
Prompt: Put the plastic letter R into the orange pallet.
Failure Reason: Fail to grab the object.
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Object_Addition_in_Seg_wrong_obj.gif (Failure)
Prompt: Put the green and purple stripe letter R into the red pallet.
Failure Reason: Pick up the wrong object but place it in the correct place.