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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
Multilingual Neural Machine Translation with Deep Encoder and Multiple Shallow Decoders
EACL 2021
Extending Neural Keyword Extraction with TF-IDF tagset matching
EACL 2021
MilaNLP @ WASSA: Does BERT Feel Sad When You Cry?
EACL 2021
Sequence-to-Sequence Lexical Normalization with Multilingual Transformers
EMNLP 2021
Sesame Street to Mount Sinai: BERT-constrained character-level Moses models for multilingual lexical normalization
EMNLP 2021
Understanding Model Robustness to User-generated Noisy Texts
EMNLP 2021
Robustness and Sensitivity of BERT Models Predicting Alzheimer’s Disease from Text
EMNLP 2021
Court Opinion Generation from Case Fact Description with Legal Basis
AAAI 2021
Probing Product Description Generation via Posterior Distillation
AAAI 2021
Multi-Document Transformer for Personality Detection
AAAI 2021
Context-Guided BERT for Targeted Aspect-Based Sentiment Analysis
AAAI 2021
Learning Light-Weight Translation Models from Deep Transformer
AAAI 2021
Humor Knowledge Enriched Transformer for Understanding Multimodal Humor
AAAI 2021
Analogy Training Multilingual Encoders
AAAI 2021
Paragraph-level Commonsense Transformers with Recurrent Memory
AAAI 2021
Segatron: Segment-Aware Transformer for Language Modeling and Understanding
AAAI 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
AAAI 2021
LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text Classification
AAAI 2021
Dynamic Multi-Context Attention Networks for Citation Forecasting of Scientific Publications
AAAI 2021
KG-BART: Knowledge Graph-Augmented BART for Generative Commonsense Reasoning
AAAI 2021
Dynamic Graph Transformer for Implicit Tag Recognition
EACL 2021
Streaming Transformer for Hardware Efficient Voice Trigger Detection and False Trigger Mitigation
INTERSPEECH 2021
Flexi-Transducer: Optimizing Latency, Accuracy and Compute for Multi-Domain On-Device Scenarios
INTERSPEECH 2021
Advanced Long-Context End-to-End Speech Recognition Using Context-Expanded Transformers
INTERSPEECH 2021
End to End Transformer-Based Contextual Speech Recognition Based on Pointer Network
INTERSPEECH 2021
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