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Fine-tuning VLMs for regional relevance doesn't have to sacrifice global performance: a simple data filtering and model merging technique boosts cultural relevance by 5-15% while barely impacting overall accuracy.
Language learners find that Duolingo's general lessons are great for building a foundation, but personalized, work-related scenarios are key to achieving professional fluency.
