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Advanced Natural Language Processing System

#NLP #machine learning #text analysis #semantic understanding

Design an advanced NLP system for semantic understanding

Design an NLP system that can accurately identify sarcasm and sentiment in social media posts across multiple languages. Your system should consider linguistic nuance, cultural context, emojis, and evolving internet slang. Explain your choice of model architecture, training data requirements, evaluation methodology, and techniques for handling multilingual inputs with varying amounts of training data per language.