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Transfer Learning

2,822 papers

Papers per year

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Papers

Generic resources are what you need: Style transfer tasks without task-specific parallel training data EMNLP 2021
Structural Adapters in Pretrained Language Models for AMR-to-Text Generation EMNLP 2021
Examining Cross-lingual Contextual Embeddings with Orthogonal Structural Probes EMNLP 2021
AVocaDo: Strategy for Adapting Vocabulary to Downstream Domain EMNLP 2021
Improving and Simplifying Pattern Exploiting Training EMNLP 2021
Pre-train or Annotate? Domain Adaptation with a Constrained Budget EMNLP 2021
Crosslingual Transfer Learning for Relation and Event Extraction via Word Category and Class Alignments EMNLP 2021
Exploring Strategies for Generalizable Commonsense Reasoning with Pre-trained Models EMNLP 2021
Model Selection for Cross-lingual Transfer EMNLP 2021
TADPOLE: Task ADapted Pre-Training via AnOmaLy DEtection EMNLP 2021
Muppet: Massive Multi-task Representations with Pre-Finetuning EMNLP 2021
Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learning EMNLP 2021
A Scalable Framework for Learning From Implicit User Feedback to Improve Natural Language Understanding in Large-Scale Conversational AI Systems EMNLP 2021
Single-dataset Experts for Multi-dataset Question Answering EMNLP 2021
Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing EMNLP 2021
Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding EMNLP 2021
Editing Factual Knowledge in Language Models EMNLP 2021
Multilingual Unsupervised Neural Machine Translation with Denoising Adapters EMNLP 2021
Tribrid: Stance Classification with Neural Inconsistency Detection EMNLP 2021
Generating Datasets with Pretrained Language Models EMNLP 2021
Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering EMNLP 2021
Don’t Go Far Off: An Empirical Study on Neural Poetry Translation EMNLP 2021
Sequence Length is a Domain: Length-based Overfitting in Transformer Models EMNLP 2021
Preventing Author Profiling through Zero-Shot Multilingual Back-Translation EMNLP 2021
To Share or not to Share: Predicting Sets of Sources for Model Transfer Learning EMNLP 2021