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cs.CL2026
Honeyed Words, Hidden Daggers: Benchmarking and Training LLMs to See Through Mock Politeness
Caixin Kang, Sitong Gong, Tianyu Yan +3
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 b…
cs.CL2026
What Makes a Social Agent's Interactions Effective? Learning from Verifiable Outcomes in Paired Worlds
Caixin Kang, Ke Wang, Yuchuan Wu +5
Effective social interaction requires more than fluent responses: agents must reach plans that fit the participants' needs and circumstances. Existing evaluations of social agents…