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Rethinking Context Management in Language Models: Beyond Conversational Turns

By

nemath

4mo ago· 10 min readenInsight

Summary

The article discusses approaches to providing continuous context to language models, challenging the conventional conversational turn-based paradigm. It argues that every request to a model already includes the full context history, and users can arbitrarily edit or manipulate this history. The author suggests thinking beyond conversational turns and considering LLM interactions as one-shot prompts where context can be completely controlled and reconstructed by the user.

Key quotes

· 4 pulled
Every time you send a request to a model you're already providing all of the context history along with it.
To edit the context, just send a different context history. You can send whatever you want as history, it's entirely up to you and entirely arbitrary.
We only think in conversational turns because that's what we've expected a conversation to 'look like'. But that's just a very deeply ingrained convention.
Forget that there is such a thing as 'turns' in a LLM convo for now, imagine that it's all 'one-shot'.
Snippet from the RSS feed
Every time you send a request to a model you're already providing all of the context history along with it. To edit the context, just send a different context history. You can send whatever you want as history, it's entirely up to you and entirely arbitra

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