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← Architectures
Deep Learning
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Architectures
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Transformers
9,294 papers
Papers per year
2011: 1
2014: 2
2015: 6
2016: 17
2017: 67
2018: 156
2019: 404
2020: 769
2021: 1217
2022: 1446
2023: 1628
2024: 1574
2025: 1647
2026: 360
Papers
Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing
EMNLP 2021
Grouped-Attention for Content-Selection and Content-Plan Generation
EMNLP 2021
On the Effects of Transformer Size on In- and Out-of-Domain Calibration
EMNLP 2021
Detecting Polarized Topics Using Partisanship-aware Contextualized Topic Embeddings
EMNLP 2021
Geo-BERT Pre-training Model for Query Rewriting in POI Search
EMNLP 2021
MIRTT: Learning Multimodal Interaction Representations from Trilinear Transformers for Visual Question Answering
EMNLP 2021
GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection Method
EMNLP 2021
Novel Natural Language Summarization of Program Code via Leveraging Multiple Input Representations
EMNLP 2021
Multilingual Translation via Grafting Pre-trained Language Models
EMNLP 2021
Counter-Interference Adapter for Multilingual Machine Translation
EMNLP 2021
Progressive Transformer-Based Generation of Radiology Reports
EMNLP 2021
Monolingual and Cross-Lingual Acceptability Judgments with the Italian CoLA corpus
EMNLP 2021
Transformer over Pre-trained Transformer for Neural Text Segmentation with Enhanced Topic Coherence
EMNLP 2021
Beyond Distillation: Task-level Mixture-of-Experts for Efficient Inference
EMNLP 2021
Gated Transformer for Robust De-noised Sequence-to-Sequence Modelling
EMNLP 2021
LAMAD: A Linguistic Attentional Model for Arabic Text Diacritization
EMNLP 2021
Neural Unification for Logic Reasoning over Natural Language
EMNLP 2021
Subformer: Exploring Weight Sharing for Parameter Efficiency in Generative Transformers
EMNLP 2021
Bag of Tricks for Optimizing Transformer Efficiency
EMNLP 2021
An Exploratory Study on Long Dialogue Summarization: What Works and What’s Next
EMNLP 2021
NICE: Neural Image Commenting with Empathy
EMNLP 2021
HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks
EMNLP 2021
KLMo: Knowledge Graph Enhanced Pretrained Language Model with Fine-Grained Relationships
EMNLP 2021
Comprehensive Punctuation Restoration for English and Polish
EMNLP 2021
Contrastive Representation Learning for Exemplar-Guided Paraphrase Generation
EMNLP 2021
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