AINeutralarXiv – CS AI · 14h ago6/10
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Bridging Linguistic Gaps: Cross-Lingual Mapping in Pre-Training and Dataset for Enhanced Multilingual LLM Performance
Researchers introduce a Cross-Lingual Mapping Task during LLM pre-training to improve multilingual performance across languages with varying data availability. The method achieves significant improvements in machine translation, cross-lingual question answering, and multilingual understanding without requiring extensive parallel data.