Author

Caixin Kang

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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

#artificial intelligence Preprint Oct 2026

What Makes a Social Agent's Interactions Effective? Learning from Verifiable Outcomes in Paired Worlds

Effective social interaction requires more than fluent responses: agents must reach plans that fit the participants'needs and circumstances. Existing evaluations of social agents mainly rely on LLM judges that rate the conversation, without checking the resulting plan. We introduce HICO-Bench, a benchmark of 180 everyd...

Cai-Xin Kang, Ke Wang, Yu-Chuan Wu 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