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Author

Feng Zhang

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Preprint Aug 2026

Deep Research Pretraining via Predictive Navigation

Deep Research Pretraining (DRP), an offline framework that derives predictive navigation supervision from naturally occurring evidence structures, is introduced, an offline framework that derives predictive navigation supervision from naturally occurring evidence structures.

Jiang-Nan Zhou, Zhi-Yuan Fan, Xing Wu et al. · 1 citation

PolicyLong: Towards On-Policy Context Extension

PolicyLong is proposed, shifting data construction towards a dynamic on-policy paradigm, by iteratively re-executing data screening (entropy computation, retrieval, and verification) using the current model, which ensures the training distribution tracks evolving capabilities, yielding an emergent self-curriculum.

Junlong Jia, Jiangnan Zhou, Ziyang Chen et al. · 0 citations

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