How Does Alignment Enhance LLMs' Multilingual Capabilities? A Language Neurons Perspective

1. 1Identify high-resource languages to transfer knowledge from
2. 2Detect language-specific neurons and shared neurons across languages
3. 3Apply multilingual alignment to transfer capabilities to low-resource languages
4. 4Analyze the impact of alignment on LLMs' performance in low-resource languages

ML researchers and AI engineers benefit from understanding how alignment improves LLMs' multilingual capabilities, enabling them to develop more effective language models

💡 Multilingual alignment enables the transfer of capabilities from high-resource languages to low-resource languages, improving LLMs' overall performance

💡 Alignment boosts LLMs' multilingual capabilities by transferring knowledge from high-resource languages