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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
Non-Autoregressive Text Generation with Pre-trained Language Models
EACL 2021
HETFORMER: Heterogeneous Transformer with Sparse Attention for Long-Text Extractive Summarization
EMNLP 2021
How much pretraining data do language models need to learn syntax?
EMNLP 2021
Dealing with Typos for BERT-based Passage Retrieval and Ranking
EMNLP 2021
What’s Hidden in a One-layer Randomly Weighted Transformer?
EMNLP 2021
A Simple and Effective Positional Encoding for Transformers
EMNLP 2021
Augmenting BERT-style Models with Predictive Coding to Improve Discourse-level Representations
EMNLP 2021
GAML-BERT: Improving BERT Early Exiting by Gradient Aligned Mutual Learning
EMNLP 2021
Neural Machine Translation with Heterogeneous Topic Knowledge Embeddings
EMNLP 2021
Saying No is An Art: Contextualized Fallback Responses for Unanswerable Dialogue Queries
ACL 2021
Multilingual Agreement for Multilingual Neural Machine Translation
ACL 2021
Exploring Listwise Evidence Reasoning with T5 for Fact Verification
ACL 2021
Learning to Generate Task-Specific Adapters from Task Description
ACL 2021
Improving Lexically Constrained Neural Machine Translation with Source-Conditioned Masked Span Prediction
ACL 2021
Code Generation from Natural Language with Less Prior Knowledge and More Monolingual Data
ACL 2021
Issues with Entailment-based Zero-shot Text Classification
ACL 2021
VAULT: VAriable Unified Long Text Representation for Machine Reading Comprehension
ACL 2021
STANKER: Stacking Network based on Level-grained Attention-masked BERT for Rumor Detection on Social Media
EMNLP 2021
Fix-Filter-Fix: Intuitively Connect Any Models for Effective Bug Fixing
EMNLP 2021
On the Robustness of Vision Transformers to Adversarial Examples
ICCV 2021
Learning Multi-Scene Absolute Pose Regression With Transformers
ICCV 2021
Context-Aware Scene Graph Generation With Seq2Seq Transformers
ICCV 2021
Rethinking Spatial Dimensions of Vision Transformers
ICCV 2021
Understanding Robustness of Transformers for Image Classification
ICCV 2021
LeViT: A Vision Transformer in ConvNet's Clothing for Faster Inference
ICCV 2021
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