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The article discusses the use of transformer-based models in solving combinatorial optimization problems, specifically the Traveling Salesman Problem (TSP). The Transformer, originally designed for language models, has shown potential in finding relationships between nodes in the TSP domain. However, it still falls short compared to the best heuristic algorithms.