Leveraging Syntactic Dependencies in Disambiguation: The Case of African American English
Wilermine Previlon, Alice Rozet, Jotsna Gowda, Bill Dyer, Kevin Tang, Sarah Moeller
Abstract
African American English (AAE) has received recent attention in the field of natural language processing (NLP). Efforts to address bias against AAE in NLP systems tend to focus on lexical differences. When the unique structures of AAE are considered, the solution is often to remove or neutralize the differences. This work leverages knowledge about the unique linguistic structures to improve automatic disambiguation of habitual and non-habitual meanings of “be” in naturally produced AAE transcribed speech. Both meanings are employed in AAE but examples of Habitual be are rare in already limited AAE data. Generally, representing additional syntactic information improves semantic disambiguation of habituality. Using an ensemble of classical machine learning models with a representation of the unique POS and dependency patterns of Habitual be, we show that integrating syntactic information improves the identification of habitual uses of “be” by about 65 F1 points over a simple baseline model of n-grams, and as much as 74 points. The success of this approach demonstrates the potential impact when we embrace, rather than neutralize, the structural uniqueness of African American English.- Anthology ID:
- 2024.lrec-main.909
- Volume:
- Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)
- Month:
- May
- Year:
- 2024
- Address:
- Torino, Italia
- Editors:
- Nicoletta Calzolari, Min-Yen Kan, Veronique Hoste, Alessandro Lenci, Sakriani Sakti, Nianwen Xue
- Venues:
- LREC | COLING
- SIG:
- Publisher:
- ELRA and ICCL
- Note:
- Pages:
- 10403–10415
- Language:
- URL:
- https://aclanthology.org/2024.lrec-main.909
- DOI:
- Cite (ACL):
- Wilermine Previlon, Alice Rozet, Jotsna Gowda, Bill Dyer, Kevin Tang, and Sarah Moeller. 2024. Leveraging Syntactic Dependencies in Disambiguation: The Case of African American English. In Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pages 10403–10415, Torino, Italia. ELRA and ICCL.
- Cite (Informal):
- Leveraging Syntactic Dependencies in Disambiguation: The Case of African American English (Previlon et al., LREC-COLING 2024)
- PDF:
- https://preview.aclanthology.org/proper-vol2-ingestion/2024.lrec-main.909.pdf