Author

Xiao-Yong Li

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Preprint Aug 2026

EVEREST:Endogenous Vision-Language Reinforcement Reasoning Exploration for Urban Socio-Semantic Segmentation

The EVEREST model, which adopts an egocentric exploration strategy that enables the model to actively investigate boundary cues and perform self-correction, achieves optimal performance on all metrics in the real world urban socio-semantic dataset, demonstrating the superiority of the model.

Qi-Xiu Li, Zhong-Zhi He, Xiang Zhu et al. · 0 citations

#natural language process... Preprint Sep 2026

TIAO: Token Importance-Aware Policy Optimization for Text Summarization

Token Importance-Aware Policy Optimization is proposed, a novel reinforcement learning strategy that explicitly leverages token-importance awareness and identifies core tokens based on token dependency and reweights a trajectory's advantage according to its overall dependencies.

Qi-Xiu Li, Chen-Long Bao, Xiang Zhu et al. · 0 citations