Preventing Catastrophic Forgetting in Continual Learning of New Natural Language Tasks

Author:

Kar Sudipta1,Castellucci Giuseppe1,Filice Simone2,Malmasi Shervin1,Rokhlenko Oleg1

Affiliation:

1. Amazon, Seattle, WA, USA

2. Amazon, Tel Aviv, Israel

Publisher

ACM

Reference27 articles.

1. Rainbow Memory: Continual Learning with a Memory of Diverse Samples

2. Rich Caruana . 1993 . Multitask Learning: A Knowledge-Based Source of Inductive Bias. In ICML. Rich Caruana. 1993. Multitask Learning: A Knowledge-Based Source of Inductive Bias. In ICML.

3. Giuseppe Castellucci , Simone Filice , Danilo Croce , and Roberto Basili . 2021. Learning to Solve NLP Tasks in an Incremental Number of Languages . In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 2: Short Papers) . Association for Computational Linguistics , Online , 837--847. https://doi.org/10. 1865 3/v1/2021.acl-short.106 Giuseppe Castellucci, Simone Filice, Danilo Croce, and Roberto Basili. 2021. Learning to Solve NLP Tasks in an Incremental Number of Languages. In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 2: Short Papers). Association for Computational Linguistics, Online, 837--847. https://doi.org/10.18653/v1/2021.acl-short.106

4. Zhiyuan Chen , Bing Liu , Ronald Brachman , Peter Stone , and Francesca Rossi . 2018. Lifelong Machine Learning ( 2 nd ed.). Morgan-Claypool Publishers . Zhiyuan Chen, Bing Liu, Ronald Brachman, Peter Stone, and Francesca Rossi. 2018. Lifelong Machine Learning (2nd ed.). Morgan-Claypool Publishers.

5. Kevin Clark , Minh-Thang Luong , Urvashi Khandelwal , Christopher D. Manning , and Quoc V. Le . 2019. BAM! Born-Again Multi-Task Networks for Natural Language Understanding . In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. Association for Computational Linguistics , Florence, Italy, 5931--5937. https://doi.org/10. 1865 3/v1/P19--1595 Kevin Clark, Minh-Thang Luong, Urvashi Khandelwal, Christopher D. Manning, and Quoc V. Le. 2019. BAM! Born-Again Multi-Task Networks for Natural Language Understanding. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. Association for Computational Linguistics, Florence, Italy, 5931--5937. https://doi.org/10.18653/v1/P19--1595

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