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LLM context management

Judgments in this source concerning LLM context management. Explore 1 viewpoint with evidence from 1 source.

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Jakob Bjorner, Aly Lidayan, Satvik Golechha, Kartik Goyal, Alane Suhr

Beliefs replace full interaction history as working context

Belief states replace the full interaction history as the agent’s working context; belief grading supervises the content of each belief state to improve performance.

Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction

Supporting evidence

Jakob Bjorner, Aly Lidayan, Satvik Golechha, Kartik Goyal, Alane Suhr·

Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction

Original excerpt

Beliefs replace the full interaction history as the agent’s working context, and belief grading improves performance by supervising the contents of each belief state.
Context

Overview of ABBEL compared to traditional recursive summarization. .

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Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction

Berkeley BAIR Blog