extremist beliefs. Throughout the Russia-Ukraine war, both opposing factions heavily relied
on text-embedded images as a vehicle for spreading propaganda and hate speech.
Ensuring the effective detection of hate speech and propaganda is of utmost importance to
mitigate the negative effect of hate speech dissemination. In this paper, we outline our
methodologies for two subtasks of Multimodal Hate Speech Event Detection 2023. For the …