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A study of three open-source models—Alibaba’s Qwen 3, Google’s Gemma 3, and Meta’s Llama 3.1—found that generative AI can use more energy and show accuracy disparities on non-English text, with some languages triggering repeated output and sharp token/energy spikes. Critics noted the article buries key methodology details and that the models tested are already dated.

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