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the other two Oogiri game types. Consequently, there is a need to augment more data to enhance instruction tuning for IT2T.
It is noteworthy that IT2T can be regarded as a form of masked language modeling (MLM) task [88–90]. Therefore, we
contemplate achieving this objective by constructing MLM tasks for the I2T and T2T data types. The details are as follows:

Mask Instruction for I2T
Please carefully understand the provided image and complete the answer by replacing the [MASK] part to make the
answer unexpectedly funny.
Answer: <Answer with [MASK]>
Let’s think outside the box. The content of [MASK] is
Image: <Image>
<Response>

Mask Instruction for T2T
Please carefully understand the provided question and complete the answer by replacing the [MASK] part to make the
answer unexpectedly funny.
Question: <Question>
Answer: <Answer with [MASK]>
Let’s think outside the box. The content of [MASK] is
<Response>
Let’sThinkOutsidetheBox