TY - GEN
T1 - Generating market comments referring to external resources
AU - Aoki, Tatsuya
AU - Miyazawa, Akira
AU - Ishigaki, Tatsuya
AU - Goshima, Keiichi
AU - Aoki, Kasumi
AU - Ichiro, Kobayashi
AU - Takamura, Hiroya
AU - Miyao, Yusuke
N1 - Funding Information:
This paper is based on results obtained from a project commissioned by the New Energy and Industrial Technology Development Organization (NEDO). This work is partially supported by JST PRESTO (Grant Number JPMJPR1655).
Publisher Copyright:
© 2018 Association for Computational Linguistics.
PY - 2018
Y1 - 2018
N2 - Comments on a stock market often include the reason or cause of changes in stock prices, such as “Nikkei turns lower as yen’s rise hits exporters.” Generating such informative sentences requires capturing the relationship between different resources, including a target stock price. In this paper, we propose a model for automatically generating such informative market comments that refer to external resources. We evaluated our model through an automatic metric in terms of BLEU and human evaluation done by an expert in finance. The results show that our model outperforms the existing model both in BLEU scores and human judgment.
AB - Comments on a stock market often include the reason or cause of changes in stock prices, such as “Nikkei turns lower as yen’s rise hits exporters.” Generating such informative sentences requires capturing the relationship between different resources, including a target stock price. In this paper, we propose a model for automatically generating such informative market comments that refer to external resources. We evaluated our model through an automatic metric in terms of BLEU and human evaluation done by an expert in finance. The results show that our model outperforms the existing model both in BLEU scores and human judgment.
UR - http://www.scopus.com/inward/record.url?scp=85080371217&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85080371217&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85080371217
T3 - INLG 2018 - 11th International Natural Language Generation Conference, Proceedings of the Conference
SP - 135
EP - 139
BT - INLG 2018 - 11th International Natural Language Generation Conference, Proceedings of the Conference
PB - Association for Computational Linguistics (ACL)
T2 - 11th International Natural Language Generation Conference, INLG 2018
Y2 - 5 November 2018 through 8 November 2018
ER -