Author

De-Wen Liu

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Review Open access Aug 2026

Save it for a rainy day: the influence of succession planning on firm digitalization

Grounded in paternalism theory and an inter-generational care perspective, this study explores the relationship between systematic succession planning—as an embodiment of paternalistic leadership—and firm digitalization, conceptualizing digitalization as a preventive, proactive strategic decision. Utilizing data from t...

De-Wen Liu, Hao-Ran Deng, Hui Zhang · Humanities and Social Scienc... · 0 citations

#natural language process... Preprint Sep 2026

From Input to Output: A Flexible Agent for Dual-End Interpretation of Sparse Autoencoder Features

Functional interpretation is introduced, which characterizes an SAE feature as a mapping from its activating input semantics to its output effects under intervention, and Dual-End Agentic Feature Interpretation (DAFI) is presented, an agent that actively gathers evidence and refines input-side, output-side, and functio...

De-Wen Liu, Zi-Xu Li, Jonathan Pan et al. · 0 citations

Preprint Aug 2026

SAEVerbalizer: Generating Explanations for Sparse Autoencoder Features via Representation Verbalization

SAEVerbalizer is introduced, a framework that injects SAE decoder directions into an LLM's representations and fine-tunes the LLM's downstream layers to generate natural-language explanations of the injected features.

Weihang Meng, Hong-Zhu Guo, Yi Jing et al. · 0 citations