most citedEfficiency optimization of large-scale language models based on deep learning in natural language processing tasks

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cs.DC2025

Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems

Haowei Yang, Yu Tian, Zhongheng Yang +3

With the rapid adoption of large language models (LLMs) in recommendation systems, the computational and communication bottlenecks caused by their massive parameter sizes and large…