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I want to persistently store users' preferences and history across multiple sessions and use them in the next conversation. Which method is most appropriate?
①Fully fine-tune all parameters of the model for each user.
②Design prompts from scratch for each conversation.
③Store embeddings of the conversation history in an external vector database, and retrieve them when needed to append to the prompt.
④Lower the temperature parameter of the generative model to stabilize the output.
⑤Achieve long-term memory using only few-shot prompting.