When does Further Pre-training MLM Help? An Empirical Study on Task-Oriented Dialog Pre-training
Qi Zhu, Yuxian Gu, Lingxiao Luo, Bing Li, Cheng Li, Wei Peng, Minlie Huang, Xiaoyan Zhu
Abstract
Further pre-training language models on in-domain data (domain-adaptive pre-training, DAPT) or task-relevant data (task-adaptive pre-training, TAPT) before fine-tuning has been shown to improve downstream tasks’ performances. However, in task-oriented dialog modeling, we observe that further pre-training MLM does not always boost the performance on a downstream task. We find that DAPT is beneficial in the low-resource setting, but as the fine-tuning data size grows, DAPT becomes less beneficial or even useless, and scaling the size of DAPT data does not help. Through Representational Similarity Analysis, we conclude that more data for fine-tuning yields greater change of the model’s representations and thus reduces the influence of initialization.- Anthology ID:
- 2021.insights-1.9
- Volume:
- Proceedings of the Second Workshop on Insights from Negative Results in NLP
- Month:
- November
- Year:
- 2021
- Address:
- Online and Punta Cana, Dominican Republic
- Editors:
- João Sedoc, Anna Rogers, Anna Rumshisky, Shabnam Tafreshi
- Venue:
- insights
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 54–61
- Language:
- URL:
- https://aclanthology.org/2021.insights-1.9
- DOI:
- 10.18653/v1/2021.insights-1.9
- Cite (ACL):
- Qi Zhu, Yuxian Gu, Lingxiao Luo, Bing Li, Cheng Li, Wei Peng, Minlie Huang, and Xiaoyan Zhu. 2021. When does Further Pre-training MLM Help? An Empirical Study on Task-Oriented Dialog Pre-training. In Proceedings of the Second Workshop on Insights from Negative Results in NLP, pages 54–61, Online and Punta Cana, Dominican Republic. Association for Computational Linguistics.
- Cite (Informal):
- When does Further Pre-training MLM Help? An Empirical Study on Task-Oriented Dialog Pre-training (Zhu et al., insights 2021)
- PDF:
- https://preview.aclanthology.org/ingest-acl-2023-videos/2021.insights-1.9.pdf
- Code
- zqwerty/toddapt