RedOne 2.0: Revolutionizing Social Media AI with Domain-Specific LLM Training

RedOne 2.0: Rethinking Domain-Specific LLM Post-Training for Social Networking Services Introduction: Why Social Networking Services Need Specialized Large Language Models? Core Question This Section Aims to Answer: What unique challenges do general-purpose large language models face when deployed in social networking services? General-purpose LLMs frequently underperform in social networking environments due to rapidly evolving trends, diverse cultural contexts, and heterogeneous workloads. Social platforms contain constantly changing content: new memes emerge overnight, community norms shift daily, and users communicate in multiple languages across different cultural backgrounds. These factors cause general models to misinterpret community-specific rules, over-enforce or under-enforce policies, and experience …