no code implementations • ECNLP (ACL) 2022 • Yusuke Shido, Hsien-Chi Liu, Keisuke Umezawa
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.
1 code implementation • 19 Jun 2019 • Yusuke Shido, Yasuaki Kobayashi, Akihiro Yamamoto, Atsushi Miyamoto, Tadayuki Matsumura
Neural machine translation models are used to automatically generate a document from given source code since this can be regarded as a machine translation task.