Large Language Models for the Real World: Explorations of Sparse, Cross-lingual Understanding and Instruction-Tuned LLMs

Summary

Veselin Stoyanov of Tome (previously Facebook AI) gave a talk at MBZUAI on challenges to LLM adoption. The talk covered sparse models, multilingual LLMs, and instruction finetuning. Stoyanov previously led development of RoBERTa, XLM-R, and MultiRay. Why it matters: This talk highlights MBZUAI's role as a forum for discussing key challenges and advancements in large language models, with implications for Arabic NLP and regional AI development.