Unleashing Infinite-Length Input Capacity for Large-scale Language Models with Self-Controlled Memory System

Experimental results show that the SCM system enables LLMs, which are not optimized for multi-turn dialogue, to achieve multi-turn dialogue capabilities that are comparable to ChatGPT, and to outperform ChatGPT in scenarios involving ultra-long document summarization or long-term conversations.