FMI-SU at SemEval-2023 Task 7: Two-level Entailment Classification of Clinical Trials Enhanced by Contextual Data Augmentation
Sylvia Vassileva, Georgi Grazhdanski, Svetla Boytcheva, Ivan Koychev
Abstract
The paper presents an approach for solving SemEval 2023 Task 7 - identifying the inference relation in a clinical trials dataset. The system has two levels for retrieving relevant clinical trial evidence for a statement and then classifying the inference relation based on the relevant sentences. In the first level, the system classifies the evidence-statement pairs as relevant or not using a BERT-based classifier and contextual data augmentation (subtask 2). Using the relevant parts of the clinical trial from the first level, the system uses an additional BERT-based classifier to determine whether the relation is entailment or contradiction (subtask 1). In both levels, the contextual data augmentation is showing a significant improvement in the F1 score on the test set of 3.7% for subtask 2 and 7.6% for subtask 1, achieving final F1 scores of 82.7% for subtask 2 and 64.4% for subtask 1.- Anthology ID:
- 2023.semeval-1.200
- Volume:
- Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023)
- Month:
- July
- Year:
- 2023
- Address:
- Toronto, Canada
- Editors:
- Atul Kr. Ojha, A. Seza Doğruöz, Giovanni Da San Martino, Harish Tayyar Madabushi, Ritesh Kumar, Elisa Sartori
- Venue:
- SemEval
- SIG:
- SIGLEX
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 1454–1462
- Language:
- URL:
- https://aclanthology.org/2023.semeval-1.200
- DOI:
- 10.18653/v1/2023.semeval-1.200
- Cite (ACL):
- Sylvia Vassileva, Georgi Grazhdanski, Svetla Boytcheva, and Ivan Koychev. 2023. FMI-SU at SemEval-2023 Task 7: Two-level Entailment Classification of Clinical Trials Enhanced by Contextual Data Augmentation. In Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023), pages 1454–1462, Toronto, Canada. Association for Computational Linguistics.
- Cite (Informal):
- FMI-SU at SemEval-2023 Task 7: Two-level Entailment Classification of Clinical Trials Enhanced by Contextual Data Augmentation (Vassileva et al., SemEval 2023)
- PDF:
- https://preview.aclanthology.org/corrections-2024-04/2023.semeval-1.200.pdf