Samsung Research Poland (SRPOL) at SemEval-2022 Task 9: Hybrid Question Answering Using Semantic Roles

Tomasz Dryjański, Monika Zaleska, Bartek Kuźma, Artur Błażejewski, Zuzanna Bordzicka, Paweł Bujnowski, Klaudia Firlag, Christian Goltz, Maciej Grabowski, Jakub Jończyk, Grzegorz Kłosiński, Bartłomiej Paziewski, Natalia Paszkiewicz, Jarosław Piersa, Piotr Andruszkiewicz


Abstract
In this work we present an overview of our winning system for the R2VQ - Competence-based Multimodal Question Answering task, with the final exact match score of 92.53%.The task is structured as question-answer pairs, querying how well a system is capable of competence-based comprehension of recipes.We propose a hybrid of a rule-based system, Question Answering Transformer, and a neural classifier for N/A answers recognition.The rule-based system focuses on intent identification, data extraction and response generation.
Anthology ID:
2022.semeval-1.178
Volume:
Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022)
Month:
July
Year:
2022
Address:
Seattle, United States
Venue:
SemEval
SIGs:
SIGLEX | SIGSEM
Publisher:
Association for Computational Linguistics
Note:
Pages:
1263–1273
Language:
URL:
https://aclanthology.org/2022.semeval-1.178
DOI:
10.18653/v1/2022.semeval-1.178
Bibkey:
Cite (ACL):
Tomasz Dryjański, Monika Zaleska, Bartek Kuźma, Artur Błażejewski, Zuzanna Bordzicka, Paweł Bujnowski, Klaudia Firlag, Christian Goltz, Maciej Grabowski, Jakub Jończyk, Grzegorz Kłosiński, Bartłomiej Paziewski, Natalia Paszkiewicz, Jarosław Piersa, and Piotr Andruszkiewicz. 2022. Samsung Research Poland (SRPOL) at SemEval-2022 Task 9: Hybrid Question Answering Using Semantic Roles. In Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022), pages 1263–1273, Seattle, United States. Association for Computational Linguistics.
Cite (Informal):
Samsung Research Poland (SRPOL) at SemEval-2022 Task 9: Hybrid Question Answering Using Semantic Roles (Dryjański et al., SemEval 2022)
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PDF:
https://aclanthology.org/2022.semeval-1.178.pdf
Video:
 https://aclanthology.org/2022.semeval-1.178.mp4