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The Data Scientist Level 3 position at Base-2 Solutions involves supporting a Natural Language Processing (NLP) project aimed at automating the tokenization of language data. The role requires developing automated solutions for annotating language data, enhancing existing models, and ensuring performance aligns with human-generated annotations. This position emphasizes machine learning, data modeling, and programmatic optimizations while collaborating with a premier agency system.