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Caixin Kang, Sitong Gong, Tianyu Yan, Kaipeng Zhang, Yoichi Sato, Yifei Huang

Public reference bibliography and cataloged PDF materials authored or published by Caixin Kang, Sitong Gong, Tianyu Yan, Kaipeng Zhang, Yoichi Sato, Yifei Huang.

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Honeyed Words, Hidden Daggers: Benchmarking and Training LLMs to See Through Mock Politeness

Year: 2026 • Source: arxiv.org • Listed PDF

The Chinese idiom "kou mi fu jian" ("honeyed words, hidden daggers") names speech that is polite in form but hostile in function. We present ZhenhuanBench, a 1,592-item benchmark built from expert commentary on Empresses...