Unverified50% confidenceFactExact time
The core mechanism of KnowGPO is: decompose the query into atomic knowledge conditions, treat the state at each step of the trajectory as the subset of conditions already satisfied, group by knowledge state, compare within groups to assign credit, and use the incremental knowledge gain between adjacent steps as the process reward.
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Long-term
Relevance
10/19/2026
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