Tag: multilingual LLMs

Scaling Multilingual LLMs: Mastering Data Balance and Coverage

Scaling Multilingual LLMs: Mastering Data Balance and Coverage

Discover how optimal data balance and scaling laws revolutionize multilingual LLM training. Learn why proportional sampling fails and how new strategies improve low-resource language performance by up to 95%.

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Multilingual LLMs: How Transfer Learning Bridges the Language Gap

Multilingual LLMs: How Transfer Learning Bridges the Language Gap

Explore how multilingual LLMs use transfer learning to bridge the gap between high-resource languages like English and low-resource ones. We analyze performance disparities, top models like XLM-RoBERTa, and techniques like code-switching to overcome the 'curse of multilinguality.'

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