Sarcasm detection is a crucial task in natural language processing (NLP). particularly in sentiment analysis and opinion mining. where sarcasm can distort sentiment interpretation. Accurately identifying sarcasm remains challenging due to its context-dependent nature and linguistic complexity across informal text sources like social media and conversational dialogues. https://homehardware4ues.shop/product-category/knob/