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Takahiro Yoshioka

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#small language model Open access Oct 2026

Preventing escalation in customer service: immediate motivation and 4-week outcomes in a workplace deployment of LLM role-play training

Many customer support employees encounter aggressive customer attitudes, including overt dissatisfaction, unreasonable demands, and verbal abuse. Such attitudes do not always stem solely from customers: inadequate employee responses can amplify dissatisfaction and escalate initially manageable issues, making skills tha...

Kazuhiro Shidara, Sho Iwasaki, Shuji Awai et al. · 0 citations

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