TY - GEN
T1 - “Killing me” is not a spoiler
T2 - 16th Conference of the European Chapter of the Associationfor Computational Linguistics, EACL 2021
AU - Chang, Buru
AU - Lee, Inggeol
AU - Kim, Hyunjae
AU - Kang, Jaewoo
N1 - Funding Information:
This research was supported by National Research Foundation of Korea (NRF-2020R1A2C3010638). This research was also supported by the MSIT (Ministry of Science and ICT), Korea, under the ICT Creative Consilience program (IITP-2020-0-01819) supervised by the IITP (Institute for Information & communications Technology Planning & Evaluation).
Publisher Copyright:
© 2021 Association for Computational Linguistics
PY - 2021
Y1 - 2021
N2 - Several machine learning-based spoiler detection models have been proposed recently to protect users from spoilers on review websites. Although dependency relations between context words are important for detecting spoilers, current attention-based spoiler detection models are insufficient for utilizing dependency relations. To address this problem, we propose a new spoiler detection model called SDGNN that is based on syntax-aware graph neural networks. In the experiments on two real-world benchmark datasets, we show that our SDGNN outperforms the existing spoiler detection models.
AB - Several machine learning-based spoiler detection models have been proposed recently to protect users from spoilers on review websites. Although dependency relations between context words are important for detecting spoilers, current attention-based spoiler detection models are insufficient for utilizing dependency relations. To address this problem, we propose a new spoiler detection model called SDGNN that is based on syntax-aware graph neural networks. In the experiments on two real-world benchmark datasets, we show that our SDGNN outperforms the existing spoiler detection models.
UR - http://www.scopus.com/inward/record.url?scp=85107288964&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85107288964
T3 - EACL 2021 - 16th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference
SP - 3613
EP - 3617
BT - EACL 2021 - 16th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference
PB - Association for Computational Linguistics (ACL)
Y2 - 19 April 2021 through 23 April 2021
ER -