Author

Tianyu Yan

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Preprint Oct 2026

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

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 in the Palace, covering speaker intent, emotion-language mismatch, and per-listener uptake. Text-only...

Cai-Xin Kang, Si-Tong Gong, Tian-Yu Yan et al. · 0 citations

Preprint Aug 2026

GROVE: Growing and Reasoning over Temporally Stratified Memory from Streaming Video Experience

GROVE is introduced, a training-free framework that supports both behaviors with one memory grown causally from a continuous video stream, and achieves the best results among the compared methods.

Sitong Gong, Caixin Kang, Tianyu Yan et al. · 0 citations