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Methodology
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Deep Learning
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Transformers
1816 directly classified papers
Papers per year
2016: 1
2017: 10
2018: 45
2019: 126
2020: 259
2021: 298
2022: 359
2023: 237
2024: 226
2025: 251
2026: 4
Papers
EfficientBERT: Progressively Searching Multilayer Perceptron via Warm-up Knowledge Distillation
EMNLP 2021
fBERT: A Neural Transformer for Identifying Offensive Content
EMNLP 2021
On the Effects of Transformer Size on In- and Out-of-Domain Calibration
EMNLP 2021
Generate & Rank: A Multi-task Framework for Math Word Problems
EMNLP 2021
Can Transformers Jump Around Right in Natural Language? Assessing Performance Transfer from SCAN
EMNLP 2021
A howling success or a working sea? Testing what BERT knows about metaphors
EMNLP 2021
On the Language-specificity of Multilingual BERT and the Impact of Fine-tuning
EMNLP 2021
Relating Neural Text Degeneration to Exposure Bias
EMNLP 2021
Variation and generality in encoding of syntactic anomaly information in sentence embeddings
EMNLP 2021
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective Detection
EMNLP 2021
Corporate Bankruptcy Prediction with Domain-Adapted BERT
EMNLP 2021
Is Domain Adaptation Worth Your Investment? Comparing BERT and FinBERT on Financial Tasks
EMNLP 2021
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
EMNLP 2021
BARTScore: Evaluating Generated Text as Text Generation
NIPS 2021
ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information
ACL 2021
Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data
ACL 2021
DeepRapper: Neural Rap Generation with Rhyme and Rhythm Modeling
ACL 2021
Mention Flags (MF): Constraining Transformer-based Text Generators
ACL 2021
KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation
ACL 2021
What Context Features Can Transformer Language Models Use?
ACL 2021
Improving Zero-Shot Translation by Disentangling Positional Information
ACL 2021
Attention Calibration for Transformer in Neural Machine Translation
ACL 2021
Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model
ACL 2021
Glancing Transformer for Non-Autoregressive Neural Machine Translation
ACL 2021
Optimizing Deeper Transformers on Small Datasets
ACL 2021
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