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Preferred Networks believes that developing an artificial intelligence model from scratch gives it greater control over design, data, and result interpretability, while also improving Japanese-language processing efficiency. At the same time, the company acknowledges the higher cost of this approach and that using open models or combining the two approaches may be more suitable for some cases.