continual-learning

1.Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning

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2.Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks

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3.CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks

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4.Continual Learning for Text Classification with Information Disentanglement Based Regularization

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5.Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset & System

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6.Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning

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7.Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers

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8.Continual Sequence Generation with Adaptive Compositional Modules

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9.Continual Learning of Neural Machine Translation within Low Forgetting Risk Regions

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10.Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation

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11.LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5

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12.ELLE: Efficient Lifelong Pre-training for Emerging Data

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13.Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora

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14.Continual evaluation for lifelong learning: Identifying the stability gap

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15.Towards Continual Knowledge Learning of Language Models

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16.Continual Pre-training of Language Models

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