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Self-Supervised Learning

8,255 papers

Papers per year

Papers

Self-Supervised Curriculum Learning for Spelling Error Correction EMNLP 2021
SpellBERT: A Lightweight Pretrained Model for Chinese Spelling Check EMNLP 2021
Pseudo Zero Pronoun Resolution Improves Zero Anaphora Resolution EMNLP 2021
TEMP: Taxonomy Expansion with Dynamic Margin Loss through Taxonomy-Paths EMNLP 2021
Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models EMNLP 2021
Improving Unsupervised Question Answering via Summarization-Informed Question Generation EMNLP 2021
Semantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis EMNLP 2021
Zero-Shot Dialogue Disentanglement by Self-Supervised Entangled Response Selection EMNLP 2021
SIMMC 2.0: A Task-oriented Dialog Dataset for Immersive Multimodal Conversations EMNLP 2021
Generating Self-Contained and Summary-Centric Question Answer Pairs via Differentiable Reward Imitation Learning EMNLP 2021
Unsupervised Paraphrasing with Pretrained Language Models EMNLP 2021
AESOP: Paraphrase Generation with Adaptive Syntactic Control EMNLP 2021
Modular Self-Supervision for Document-Level Relation Extraction EMNLP 2021
Fine-grained Entity Typing without Knowledge Base EMNLP 2021
ECONET: Effective Continual Pretraining of Language Models for Event Temporal Reasoning EMNLP 2021
Crosslingual Transfer Learning for Relation and Event Extraction via Word Category and Class Alignments EMNLP 2021
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP EMNLP 2021
ReasonBERT: Pre-trained to Reason with Distant Supervision EMNLP 2021
Universal Sentence Representation Learning with Conditional Masked Language Model EMNLP 2021
Aspect-Controllable Opinion Summarization EMNLP 2021
Levenshtein Training for Word-level Quality Estimation EMNLP 2021
Generating Datasets with Pretrained Language Models EMNLP 2021
Students Who Study Together Learn Better: On the Importance of Collective Knowledge Distillation for Domain Transfer in Fact Verification EMNLP 2021
Paraphrasing Compound Nominalizations EMNLP 2021
Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience EMNLP 2021