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Author

Han-Lin Wang

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#natural language process... Preprint Sep 2026

ForeSight: Enhancing Risk Monitoring via Early Safety Signal Distillation

This work proposes ForeSight, a first-token output-risk forecasting framework that distills weak and redundant early safety signals into compact, layer-aware risk representations and achieves superior and efficient early-risk forecasting while relying solely on first-token hidden states.

Han-Lin Wang, Chen-Long Wei, Ling Xu et al. · 0 citations
#machine learning Preprint Sep 2026

Combining Synthetic and Real Data for Low-Resource Historical OCR: A Manchu Case Study

Manchu, now critically endangered, was one of the principal languages of the Qing empire (1636-1912), and its extensive archival record is increasingly digitized but remains difficult to search and analyze at scale. Previous work showed that vision-language models (VLMs) trained only on synthetic Manchu word images can...

Yan Hon Michael Chung, Han-Lin Wang · 0 citations

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