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Deep Learning
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Pretraining
2471 directly classified papers
Papers per year
2009: 2
2010: 1
2012: 1
2013: 1
2014: 4
2015: 5
2016: 19
2017: 26
2018: 33
2019: 117
2020: 218
2021: 311
2022: 333
2023: 451
2024: 448
2025: 373
2026: 128
Papers
UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning
IJCNLP 2021
BennettNLP at SemEval-2021 Task 5: Toxic Spans Detection using Stacked Embedding Powered Toxic Entity Recognizer
IJCNLP 2021
Meta-learning to Improve Pre-training
NIPS 2021
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning
NIPS 2021
Syntactic Perturbations Reveal Representational Correlates of Hierarchical Phrase Structure in Pretrained Language Models
IJCNLP 2021
Exploring Metaphoric Paraphrase Generation
CONLL 2021
Diverse Pretrained Context Encodings Improve Document Translation
ACL 2021
StructuralLM: Structural Pre-training for Form Understanding
ACL 2021
Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup
IJCNLP 2021
Tuning Large Neural Networks via Zero-Shot Hyperparameter Transfer
NIPS 2021
Parameter-efficient Multi-task Fine-tuning for Transformers via Shared Hypernetworks
IJCNLP 2021
Exploring the Limits of Out-of-Distribution Detection
NIPS 2021
Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training
NIPS 2021
When Do You Need Billions of Words of Pretraining Data?
IJCNLP 2021
ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information
IJCNLP 2021
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification
EACL 2021
Few-Shot Question Answering by Pretraining Span Selection
ACL 2021
Domain-Adaptive Pretraining Methods for Dialogue Understanding
ACL 2021
MoRe: A Large-Scale Motorcycle Re-Identification Dataset
WACV 2021
Countering Language Drift with Seeded Iterated Learning
ICML 2020
EViLBERT: Learning Task-Agnostic Multimodal Sense Embeddings
IJCAI 2020
High-order Refining for End-to-end Chinese Semantic Role Labeling
AACL 2020
Training with Noise Adversarial Network: A Generalization Method for Object Detection on Sonar Image
WACV 2020
ERNIE-GEN: An Enhanced Multi-Flow Pre-training and Fine-tuning Framework for Natural Language Generation
IJCAI 2020
FinBERT: A Pre-trained Financial Language Representation Model for Financial Text Mining
IJCAI 2020
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