Textual Content Moderation in C2C Marketplace

Yusuke Shido, Hsien-Chi Liu, Keisuke Umezawa
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引用次数: 2

Abstract

Automatic monitoring systems for inappropriate user-generated messages have been found to be effective in reducing human operation costs in Consumer to Consumer (C2C) marketplace services, in which customers send messages directly to other customers.We propose a lightweight neural network that takes a conversation as input, which we deployed to a production service.Our results show that the system reduced the human operation costs to less than one-sixth compared to the conventional rule-based monitoring at Mercari.
C2C市场中的文本内容审核
在消费者对消费者(C2C)市场服务中,客户直接向其他客户发送消息,发现针对不适当的用户生成消息的自动监控系统可以有效地降低人工操作成本。我们提出了一个轻量级的神经网络,它将对话作为输入,并将其部署到生产服务中。我们的研究结果表明,与Mercari传统的基于规则的监测相比,该系统将人工操作成本降低了不到六分之一。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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