Author

Qiguang Chen

SCIR

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#artificial intelligence Preprint Aug 2026

Unfolding Scientific Papers into Multi-Turn Generation Trajectories for Continued Pre-Training

This work presents a pipeline that unfolds each paper into a multi-turn generation trajectory in which a teacher model reconstructs the writing process of the whole paper: a writing request, a global plan, and pre-writing deliberation for each section.

Qianchuan Xu, Qiguang Chen, Zi-Jian Su et al. · 0 citations

Jul 2026

Thinking in Video: Can Video Generators Really Reason About the Real World?

The Causal-Generative Dual-Judge (CGDJ) is introduced, auditing World Model Consistency from two perspectives, and analysis exposes audio-visual misalignment, where models verbalize correct causal logic more reliably than they render it, challenging the"world simulator"narrative.

Yongheng Zhang, Guang Yang, Ruihan Hou et al. · arXiv.org · 1 citation