Unverified50% confidenceFactExact time
GLOBE employs a two-stage online control process: a probing stage generates a brief tentative answer and stops if confidence exceeds a threshold; otherwise it enters the trajectory stage, embedding reasoning segments onto the unit sphere and detecting direction reversal and stagnation of net progress to terminate generation.
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50%
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Long-term
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10/20/2026
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UnverifiedThe online monitor constructed by the study is able to rank failed runs ahead of successful runs from partial trajectories, thereby triggering early stopping before task completion.71% similarUnverifiedThree mechanisms help the small model learn to stop: a progress check after four consecutive rounds with no new findings, a goal check every eight rounds, and confirming whether content has been recorded before leaving a page.69% similarUnverifiedThe algorithmic framework consists of two alternating steps: using data from a single trajectory to build a Gaussian process posterior model of the unknown drift function, and discretizing within a finite region to solve the equilibrium of a finite game and refine the region's extent.63% similarUnverifiedWhen testing with LangGraph's interrupt feature, interrupt and resume logic must be simulated, and state management requires careful handling of concurrency and timeouts.63% similarUnverifiedRule two: monitor the conversation state between agents; if two consecutive rounds produce no new valid information (such as repeating the same viewpoint or unchanged output), it is judged as convergence stagnation, triggering termination or human intervention.62% similar
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