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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
ProQA: Structural Prompt-based Pre-training for Unified Question Answering
NAACL 2022
A Data Cartography based MixUp for Pre-trained Language Models
NAACL 2022
Cross-Modal Mutual Learning for Audio-Visual Speech Recognition and Manipulation
AAAI 2022
Zero-Shot Cross-Lingual Machine Reading Comprehension via Inter-sentence Dependency Graph
AAAI 2022
CINS: Comprehensive Instruction for Few-Shot Learning in Task-Oriented Dialog Systems
AAAI 2022
Analyzing Generalization of Vision and Language Navigation to Unseen Outdoor Areas
ACL 2022
SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing
ACL 2022
Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question Answering
ACL 2022
Diverse Lottery Tickets Boost Ensemble from a Single Pretrained Model
ACL 2022
On Masked Language Models for Contextual Link Prediction
ACL 2022
Pre-training Transformer Models with Sentence-Level Objectives for Answer Sentence Selection
EMNLP 2022
Soft-Labeled Contrastive Pre-Training for Function-Level Code Representation
EMNLP 2022
Utilizing Language-Image Pretraining for Efficient and Robust Bilingual Word Alignment
EMNLP 2022
Effective Pretraining Objectives for Transformer-based Autoencoders
EMNLP 2022
Semi-Supervised Knowledge-Grounded Pre-training for Task-Oriented Dialog Systems
EMNLP 2022
Arabic Keyphrase Extraction: Enhancing Deep Learning Models with Pre-trained Contextual Embedding and External Features
EMNLP 2022
Translation between Molecules and Natural Language
EMNLP 2022
TRIPS: Efficient Vision-and-Language Pre-training with Text-Relevant Image Patch Selection
EMNLP 2022
Spectral Probing
EMNLP 2022
MCP: Self-supervised Pre-training for Personalized Chatbots with Multi-level Contrastive Sampling
EMNLP 2022
ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding
EMNLP 2022
One size does not fit all: Investigating strategies for differentially-private learning across NLP tasks
EMNLP 2022
Biomedical NER for the Enterprise with Distillated BERN2 and the Kazu Framework
EMNLP 2022
Self-Supervised Models Are Continual Learners
CVPR 2022
BatchFormer: Learning To Explore Sample Relationships for Robust Representation Learning
CVPR 2022
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