With the development of online business, customer service agents gradually play a crucial role as an interface between the companies and their customers. Most companies spend a lot of time and effort on hiring and training customer service agents. To this end, we propose AdaCoach: A Virtual Coach for Training Customer Service Agents, to promote the ability of newly hired service agents before they get to work. AdaCoach is designed to simulate real customers who seek help and actively initiate the dialogue with the customer service agents. Besides, AdaCoach uses an automated dialogue evaluation model to score the performance of the customer agent in the training process, which can provide necessary assistance when the newly hired customer service agent encounters problems. We apply recent NLP technologies to ensure efficient run-time performance in the deployed system. To the best of our knowledge, this is the first system that trains the customer service agent through human-computer interaction. Until now, the system has already supported more than 500,000 simulation training and cultivated over 1000 qualified customer service agents.
翻译:随着在线业务的发展,客户服务代理作为公司与其客户之间的接口,逐渐发挥着关键作用。大多数公司花了很多时间和精力雇用和培训客户服务代理。为此,我们提议Ada Cooach:培训客户服务代理的虚拟教练:培训客户服务代理的虚拟教练,以提高新雇用的服务代理在开始工作前的能力。Ada Coach旨在模拟寻求帮助的真正客户,并积极发起与客户服务代理的对话。此外,Ada Coach还使用自动对话评价模型来评分客户代理在培训过程中的业绩,在新雇用的客户服务代理遇到问题时,可以提供必要的协助。我们应用最近的NLP技术来确保在部署的系统中的高效运行性能。我们最了解的情况是,这是第一个通过人机互动培训客户服务代理的系统。到目前为止,该系统已经支持了500 000多个模拟培训,培养了1 000多名合格的客户服务代理。