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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
MLP-Mixer: An all-MLP Architecture for Vision
NIPS 2021
You Only Look at One Sequence: Rethinking Transformer in Vision through Object Detection
NIPS 2021
Document-level Entity-based Extraction as Template Generation
EMNLP 2021
BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation
EMNLP 2021
Generating Datasets with Pretrained Language Models
EMNLP 2021
CLIPScore: A Reference-free Evaluation Metric for Image Captioning
EMNLP 2021
Vision-and-Language or Vision-for-Language? On Cross-Modal Influence in Multimodal Transformers
EMNLP 2021
Exploiting Twitter as Source of Large Corpora of Weakly Similar Pairs for Semantic Sentence Embeddings
EMNLP 2021
Pushing on Text Readability Assessment: A Transformer Meets Handcrafted Linguistic Features
EMNLP 2021
T3-Vis: visual analytic for Training and fine-Tuning Transformers in NLP
EMNLP 2021
deepQuest-py: Large and Distilled Models for Quality Estimation
EMNLP 2021
Generating Mammography Reports from Multi-view Mammograms with BERT
EMNLP 2021
Improving Sequence-to-Sequence Pre-training via Sequence Span Rewriting
EMNLP 2021
The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of Transformers
EMNLP 2021
mT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs
EMNLP 2021
Speechformer: Reducing Information Loss in Direct Speech Translation
EMNLP 2021
Effects of Parameter Norm Growth During Transformer Training: Inductive Bias from Gradient Descent
EMNLP 2021
Sentence Bottleneck Autoencoders from Transformer Language Models
EMNLP 2021
Recurrent Attention for Neural Machine Translation
EMNLP 2021
Enlivening Redundant Heads in Multi-head Self-attention for Machine Translation
EMNLP 2021
CTAL: Pre-training Cross-modal Transformer for Audio-and-Language Representations
EMNLP 2021
Transformer-based Lexically Constrained Headline Generation
EMNLP 2021
DiscoDVT: Generating Long Text with Discourse-Aware Discrete Variational Transformer
EMNLP 2021
Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems
EMNLP 2021
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy
EMNLP 2021
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