improve sentence: We present some \textsl{offensive} examples that AM3 failed to detect in Fig.\ref{fig:visual-fail-hate-mix}. 
In (a), (b), and (c), the false prediction is from missing the extended attributes of objects in the image, such as 'adoption,' 'poor,' and '9.11 attack'.
In (d), detecting the gestures 'paper' and 'rock' is necessary for correct prediction. However, {\ourMethod} does not have detection of gestures, leading to a false prediction.
In (e) and (f), understanding the relationship of the objects in the image is crucial to classify them as \textbf{hateful}. Improving the method to address these three problems may further enhance the task.