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transfer learning

5449 papers

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domain adaptation (4595) text classification (6793) representation learning (6206) few-shot learning (3398) multi-task learning (2575) language model (4599) low-resource language (2273) zero-shot learning (3650) knowledge distillation (3725) large language model (13587)

Papers

Can Character-based Language Models Improve Downstream Task Performances In Low-Resource And Noisy Language Scenarios? EMNLP 2021
BERTweetFR : Domain Adaptation of Pre-Trained Language Models for French Tweets EMNLP 2021
Multilingual Sequence Labeling Approach to solve Lexical Normalization EMNLP 2021
TransNAS-Bench-101: Improving Transferability and Generalizability of Cross-Task Neural Architecture Search CVPR 2021
SimPLE: Similar Pseudo Label Exploitation for Semi-Supervised Classification CVPR 2021
Can We Characterize Tasks Without Labels or Features? CVPR 2021
OTCE: A Transferability Metric for Cross-Domain Cross-Task Representations CVPR 2021
Group-Sparse Matrix Factorization for Transfer Learning of Word Embeddings ICML 2021
LogME: Practical Assessment of Pre-trained Models for Transfer Learning ICML 2021
Mediated Uncoupled Learning: Learning Functions without Direct Input-output Correspondences ICML 2021
CNN and Deep Sets for End-to-End Whole Slide Image Representation Learning MIDL 2021
Partial transfusion: on the expressive influence of trainable batch norm parameters for transfer learning MIDL 2021
“Train one, Classify one, Teach one” - Cross-surgery transfer learning for surgical step recognition MIDL 2021
NLP_UIOWA at Semeval-2021 Task 5: Transferring Toxic Sets to Tag Toxic Spans SEMEVAL 2021
HOMADOS at SemEval-2021 Task 6: Multi-Task Learning for Propaganda Detection SEMEVAL 2021
CSECU-DSG at SemEval-2021 Task 6: Orchestrating Multimodal Neural Architectures for Identifying Persuasion Techniques in Texts and Images SEMEVAL 2021
SemEval-2021 Task 6: Detection of Persuasion Techniques in Texts and Images SEMEVAL 2021
Maximal Multiverse Learning for Promoting Cross-Task Generalization of Fine-Tuned Language Models EACL 2021
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration EACL 2021
Multilingual Machine Translation: Closing the Gap between Shared and Language-specific Encoder-Decoders EACL 2021
Multi-Emotion Classification for Song Lyrics EACL 2021
A Little Pretraining Goes a Long Way: A Case Study on Dependency Parsing Task for Low-resource Morphologically Rich Languages EACL 2021
Zero-Shot Cross-Lingual Dependency Parsing through Contextual Embedding Transformation EACL 2021
MIDAS: A Dialog Act Annotation Scheme for Open Domain HumanMachine Spoken Conversations EACL 2021
Active Learning for Sequence Tagging with Deep Pre-trained Models and Bayesian Uncertainty Estimates EACL 2021