NEW PAPER in Social Science Computer Review on environmental costs of swapping task-specific ML models with LLMs for sentiment analysis, named entity recognition and text classification. Takeaway: Big models do not always outperform smaller ones, yet they may use up to 150,000x more energy. #Below2