TY - GEN
T1 - Gallagher at SemEval-2023 Task 5
T2 - 17th International Workshop on Semantic Evaluation, SemEval 2023, co-located with the 61st Annual Meeting of the Association for Computational Linguistics, ACL 2023
AU - Bilgis, Tugay
AU - Bozdag, Nimet Beyza
AU - Bethard, Steven
N1 - Publisher Copyright:
© 2023 Association for Computational Linguistics.
PY - 2023
Y1 - 2023
N2 - This paper presents the systems and approaches of the Gallagher team for the SemEval-2023 Task 5: Clickbait Spoiling. We propose a method to classify the type of spoiler (phrase, passage, multi) and a question-answering method to generate spoilers that satisfy the curiosity caused by clickbait posts. We experiment with the state-of-the-art Seq2Seq model T5. To identify the spoiler types we used a fine-tuned T5 classifier (Subtask 1). A mixture of T5 and Flan-T5 was used to generate the spoilers for clickbait posts (Subtask 2). Our system officially ranks first in generating phrase type spoilers in Subtask 2, and achieves the highest precision score for passage type spoilers in Subtask 1.
AB - This paper presents the systems and approaches of the Gallagher team for the SemEval-2023 Task 5: Clickbait Spoiling. We propose a method to classify the type of spoiler (phrase, passage, multi) and a question-answering method to generate spoilers that satisfy the curiosity caused by clickbait posts. We experiment with the state-of-the-art Seq2Seq model T5. To identify the spoiler types we used a fine-tuned T5 classifier (Subtask 1). A mixture of T5 and Flan-T5 was used to generate the spoilers for clickbait posts (Subtask 2). Our system officially ranks first in generating phrase type spoilers in Subtask 2, and achieves the highest precision score for passage type spoilers in Subtask 1.
UR - https://www.scopus.com/pages/publications/85175398375
UR - https://www.scopus.com/pages/publications/85175398375#tab=citedBy
U2 - 10.18653/v1/2023.semeval-1.229
DO - 10.18653/v1/2023.semeval-1.229
M3 - Conference contribution
AN - SCOPUS:85175398375
T3 - 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop
SP - 1650
EP - 1655
BT - 17th International Workshop on Semantic Evaluation, SemEval 2023 - Proceedings of the Workshop
A2 - Ojha, Atul Kr.
A2 - Dogruoz, A. Seza
A2 - Da San Martino, Giovanni
A2 - Madabushi, Harish Tayyar
A2 - Kumar, Ritesh
A2 - Sartori, Elisa
PB - Association for Computational Linguistics
Y2 - 13 July 2023 through 14 July 2023
ER -