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A Mother Language Model (MLM) is an advanced artificial intelligence system designed to handle natural language processing (NLP) tasks at scale, serving as the foundational model for a wide range of downstream applications. MLMs are pre-trained on massive datasets across diverse languages and domains, making them highly versatile and capable of understanding complex linguistic nuances.