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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
Incorporating medical knowledge in BERT for clinical relation extraction
EMNLP 2021
Universal Sentence Representation Learning with Conditional Masked Language Model
EMNLP 2021
Inducing Transformer’s Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks
EMNLP 2021
Flexible Generation of Natural Language Deductions
EMNLP 2021
Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing
EMNLP 2021
Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State Tracking
EMNLP 2021
Parallel Refinements for Lexically Constrained Text Generation with BART
EMNLP 2021
BERT4GCN: Using BERT Intermediate Layers to Augment GCN for Aspect-based Sentiment Classification
EMNLP 2021
Enriching and Controlling Global Semantics for Text Summarization
EMNLP 2021
On Classifying whether Two Texts are on the Same Side of an Argument
EMNLP 2021
Putting Words in BERT’s Mouth: Navigating Contextualized Vector Spaces with Pseudowords
EMNLP 2021
fairseq Sˆ2: A Scalable and Integrable Speech Synthesis Toolkit
EMNLP 2021
AMuSE-WSD: An All-in-one Multilingual System for Easy Word Sense Disambiguation
EMNLP 2021
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning
EMNLP 2021
SideControl: Controlled Open-domain Dialogue Generation via Additive Side Networks
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
Enhancing Dual-Encoders with Question and Answer Cross-Embeddings for Answer Retrieval
EMNLP 2021
GiBERT: Enhancing BERT with Linguistic Information using a Lightweight Gated Injection Method
EMNLP 2021
REBEL: Relation Extraction By End-to-end Language generation
EMNLP 2021
Beyond Grammatical Error Correction: Improving L1-influenced research writing in English using pre-trained encoder-decoder models
EMNLP 2021
Investigating Numeracy Learning Ability of a Text-to-Text Transfer Model
EMNLP 2021
SupCL-Seq: Supervised Contrastive Learning for Downstream Optimized Sequence Representations
EMNLP 2021
TAG: Gradient Attack on Transformer-based Language Models
EMNLP 2021
Revisiting Robust Neural Machine Translation: A Transformer Case Study
EMNLP 2021
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