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cs.CL2026
TIAO: Token Importance-Aware Policy Optimization for Text Summarization
Qixiu Li, Chenlong Bao, Xiang Zhu +4
Text summarization requires models to condense content while preserving key qualities such as consistency and coherence. Large language models (LLMs) have shown strong performance…
cs.MM2026
EVEREST:Endogenous Vision-Language Reinforcement Reasoning Exploration for Urban Socio-Semantic Segmentation
Qixiu Li, Zhongzhi He, Xiang Zhu +3
Urban socio-semantic segmentation leverages digital and satellite imagery to provide critical spatial semantic information for downstream applications such as urban resource alloca…