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Introduction 1 Related Work 1 Unsupervised Learning for Language Representation 1 Continual Learning 2 The ERNIE 2.0 Framework 2 Continual Pre-training 2 Fine-tuning for Application Tasks 3 ERNIE 2.0 Model 4 Model Structure 4 Pre-training Tasks 4 Word-aware Pre-training Tasks 4 Structure-aware Pre-training Tasks 4 Semantic-aware Pre-training Tasks 4 Experiments 5 Pre-training and Implementation 5 Fine-tuning Tasks 5 Implementation Details for Fine-tuning 7 Experimental Results 7 Comparison of Different Learning Methods 7 Conclusion 7

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