2025
Open-world continual learning: Unifying novelty detection and continual learning.
Artif. Intell., 2025
Continual Learning Using Only Large Language Model Prompting.
Proceedings of the 31st International Conference on Computational Linguistics, 2025
In-context Continual Learning Assisted by an External Continual Learner.
Proceedings of the 31st International Conference on Computational Linguistics, 2025
2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows".
CoRR, 2024
SFR-RAG: Towards Contextually Faithful LLMs.
CoRR, 2024
Bridging the Preference Gap between Retrievers and LLMs.
Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2024
2023
Continual Learning of Language Models.
CoRR, 2023
Parameter-Level Soft-Masking for Continual Learning.
Proceedings of the International Conference on Machine Learning, 2023
Continual Pre-training of Language Models.
Proceedings of the Eleventh International Conference on Learning Representations, 2023
Sub-network Discovery and Soft-masking for Continual Learning of Mixed Tasks.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2023, 2023
2022
Continual Learning of Natural Language Processing Tasks: A Survey.
CoRR, 2022
Domain-Aware Contrastive Knowledge Transfer for Multi-domain Imbalanced Data.
Proceedings of the 12th Workshop on Computational Approaches to Subjectivity, 2022
Partially Relaxed Masks for Knowledge Transfer Without Forgetting in Continual Learning.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2022
A Theoretical Study on Solving Continual Learning.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Adapting a Language Model While Preserving its General Knowledge.
Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022
Continual Training of Language Models for Few-Shot Learning.
Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay.
Proceedings of the Conference on Lifelong Learning Agents, 2022
2021
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks.
Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2021
CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks.
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021
2020
Continual Learning with Knowledge Transfer for Sentiment Classification.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2020
Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
2019
Automated Essay Scoring: A Survey of the State of the Art.
Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019
Give Me More Feedback II: Annotating Thesis Strength and Related Attributes in Student Essays.
Proceedings of the 57th Conference of the Association for Computational Linguistics, 2019
2018
Learning to Give Feedback: Modeling Attributes Affecting Argument Persuasiveness in Student Essays.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018
Give Me More Feedback: Annotating Argument Persuasiveness and Related Attributes in Student Essays.
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018
2016
Dialogue act recognition for Chinese out-of-domain utterances using hybrid CNN-RF.
Proceedings of the 2016 International Conference on Asian Language Processing, 2016