As large language models become widely used in scientific review and manuscript revision, AI scores are increasingly serving as feedback for assessing paper quality and guiding edits. Yet whether a single AI score reliably reflects the reviewer's judgment, and whether revision gains based on that score are endorsed by...
Zong-Rui Yang, Hao-Yuan Li, Zhong-Sheng Wang et al.· 0 citations
Transformer-based tabular foundation models (TFMs) achieve state-of-the-art performance on small to medium-sized tabular prediction tasks while processing diverse inputs through a shared stack of layers. Recent layerwise analyses identify strong predictive performance in early TFM representations and substantial overla...
Wen-Wen Gong, Hao-Tian Gu, Zhen Yang et al.· 0 citations
As agents evolve from single-tool systems into modular, composite architectures, skills are becoming an important mechanism for capability development and distribution. However, the academic community lacks a structured framework for systematically analyzing and evaluating skills. Drawing on information gain and behavi...
Zong-Rui Yang, Xin-Tong Li, Run-Chen Xu et al.· 0 citations
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