Author

Z. Pan

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Preprint Aug 2026

ChainSpace: A Chained-Reasoning Paradigm for Spatial Intelligence

The introduction of ChainSpace, a chained-reasoning paradigm that structures spatial reasoning as a state-preserving multi-round process, is introduced as an effective paradigm for more faithful evaluation and more data-efficient learning of spatial intelligence.

Xiao-Han Zhang, Feng Gu, Xudong Rao et al. · 0 citations

Preprint Aug 2026

Towards More Expressive Spoken LLMs: Fine-Grained Intent Benchmarking and Acoustic-Lexical Decoupled Policy Optimization

ParaIntent is introduced, a Chinese benchmark comprising 14 intent categories with balanced explicit and implicit samples, together with a multidimensional evaluation protocol covering intent fulfillment, response quality, and emotional expression, which improves over standard GRPO on most automatic metrics and achieve...

Xiangning Lin, Tian-Hao Zhang, Chunfeng Wang et al. · 1 citation