福建高院：把握改革时间表 推动改革精准落地

  • Dr. Marzieh Fadaee, Cohere Labs
百度 甘肃省涉及六盘山、秦巴山和藏族地区三个集中连片特困地区，贫困面大、贫困程度深。

Modern language models have achieved remarkable capabilities in English, but human knowledge and experience span thousands of languages, each encoding unique perspectives and problem-solving approaches. From the algorithmic precision required to handle Arabic’s root-pattern morphology to the contextual reasoning needed for Japanese’s topic-prominent structure, each language presents distinct computational challenges that push the boundaries of natural language processing. The talk will address pressing challenges in multilingual AI development, including training data imbalances, cross-lingual transfer limitations, safe and harmless generations, and evaluation complexity across different languages. I’ll discuss practical solutions and emerging research directions that could help bridge the current performance gap between high-resource and low-resource languages. By building truly multilingual AI systems, we not only expand technology access but also develop more sophisticated models capable of handling the full spectrum of human language complexity.

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