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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
Convolutions and Self-Attention: Re-interpreting Relative Positions in Pre-trained Language Models
ACL 2021
BinaryBERT: Pushing the Limit of BERT Quantization
ACL 2021
Are Pretrained Convolutions Better than Pretrained Transformers?
ACL 2021
One2Set: Generating Diverse Keyphrases as a Set
ACL 2021
Recursive Tree-Structured Self-Attention for Answer Sentence Selection
ACL 2021
R2D2: Recursive Transformer based on Differentiable Tree for Interpretable Hierarchical Language Modeling
ACL 2021
VisualSparta: An Embarrassingly Simple Approach to Large-scale Text-to-Image Search with Weighted Bag-of-words
ACL 2021
Syntax-Enhanced Pre-trained Model
ACL 2021
Instantaneous Grammatical Error Correction with Shallow Aggressive Decoding
ACL 2021
Focus Attention: Promoting Faithfulness and Diversity in Summarization
ACL 2021
Metaphor Generation with Conceptual Mappings
ACL 2021
Space Efficient Context Encoding for Non-Task-Oriented Dialogue Generation with Graph Attention Transformer
ACL 2021
StructFormer: Joint Unsupervised Induction of Dependency and Constituency Structure from Masked Language Modeling
ACL 2021
Discriminative Reranking for Neural Machine Translation
ACL 2021
The Case for Translation-Invariant Self-Attention in Transformer-Based Language Models
ACL 2021
A Span-based Dynamic Local Attention Model for Sequential Sentence Classification
ACL 2021
A Semantics-aware Transformer Model of Relation Linking for Knowledge Base Question Answering
ACL 2021
Modeling Task-Aware MIMO Cardinality for Efficient Multilingual Neural Machine Translation
ACL 2021
On Orthogonality Constraints for Transformers
ACL 2021
Exploring Listwise Evidence Reasoning with T5 for Fact Verification
ACL 2021
Training Adaptive Computation for Open-Domain Question Answering with Computational Constraints
ACL 2021
An Empirical Study on Adversarial Attack on NMT: Languages and Positions Matter
ACL 2021
Learning to Generate Task-Specific Adapters from Task Description
ACL 2021
A Simple Recipe for Multilingual Grammatical Error Correction
ACL 2021
Hi-Transformer: Hierarchical Interactive Transformer for Efficient and Effective Long Document Modeling
ACL 2021
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