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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
Multilingual Machine Translation Evaluation Metrics Fine-tuned on Pseudo-Negative Examples for WMT 2021 Metrics Task
EMNLP 2021
PRAL: A Tailored Pre-Training Model for Task-Oriented Dialog Generation
ACL 2021
eMLM: A New Pre-training Objective for Emotion Related Tasks
ACL 2021
Investigating Pretrained Language Models for Graph-to-Text Generation
EMNLP 2021
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models
EMNLP 2021
HumorHunter at SemEval-2021 Task 7: Humor and Offense Recognition with Disentangled Attention
IJCNLP 2021
OCHADAI at SMM4H-2021 Task 5: Classifying self-reporting tweets on potential cases of COVID-19 by ensembling pre-trained language models
NAACL 2021
Leveraging Pretrained Models for Automatic Summarization of Doctor-Patient Conversations
EMNLP 2021
Does Pretraining for Summarization Require Knowledge Transfer?
EMNLP 2021
Boundary-Sensitive Pre-Training for Temporal Localization in Videos
ICCV 2021
Span Fine-tuning for Pre-trained Language Models
EMNLP 2021
Multidomain Pretrained Language Models for Green NLP
EACL 2021
abcbpc at SemEval-2021 Task 7: ERNIE-based Multi-task Model for Detecting and Rating Humor and Offense
IJCNLP 2021
SarcasmDet at SemEval-2021 Task 7: Detect Humor and Offensive based on Demographic Factors using RoBERTa Pre-trained Model
IJCNLP 2021
On Equivariant and Invariant Learning of Object Landmark Representations
ICCV 2021
ERNIE-ViL: Knowledge Enhanced Vision-Language Representations through Scene Graphs
AAAI 2021
The Power of Scale for Parameter-Efficient Prompt Tuning
EMNLP 2021
Learning Bill Similarity with Annotated and Augmented Corpora of Bills
EMNLP 2021
KLMo: Knowledge Graph Enhanced Pretrained Language Model with Fine-Grained Relationships
EMNLP 2021
SU-NLP at CASE 2021 Task 1: Protest News Detection for English
ACL 2021
Segatron: Segment-Aware Transformer for Language Modeling and Understanding
AAAI 2021
INNOVATORS at SemEval-2021 Task-11: A Dependency Parsing and BERT-based model for Extracting Contribution Knowledge from Scientific Papers
ACL 2021
Fused Acoustic and Text Encoding for Multimodal Bilingual Pretraining and Speech Translation
ICML 2021
Team JARS: DialDoc Subtask 1 - Improved Knowledge Identification with Supervised Out-of-Domain Pretraining
ACL 2021
CS-BERT: a pretrained model for customer service dialogues
EMNLP 2021
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