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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

WavPrompt: Towards Few-Shot Spoken Language Understanding with Frozen Language Models INTERSPEECH 2022
Improving Mispronunciation Detection with Wav2vec2-based Momentum Pseudo-Labeling for Accentedness and Intelligibility Assessment INTERSPEECH 2022
Prior-Guided Transfer Learning for Enhancing Item Representation in E-commerce AAAI 2022
CTRL: Continual Representation Learning to Transfer Information of Pre-trained for WAV2VEC 2.0 INTERSPEECH 2022
Domain Adaptation for Time Series Forecasting via Attention Sharing ICML 2022
Balancing Discriminability and Transferability for Source-Free Domain Adaptation ICML 2022
Weak-shot Semantic Segmentation via Dual Similarity Transfer NIPS 2022
A Closer Look at How Fine-tuning Changes BERT ACL 2022
Cross-Task Generalization via Natural Language Crowdsourcing Instructions ACL 2022
A Checkpoint on Multilingual Misogyny Identification ACL 2022
Zero- and Few-Shot NLP with Pretrained Language Models ACL 2022
Conversational Bots for Psychotherapy: A Study of Generative Transformer Models Using Domain-specific Dialogues ACL 2022
Felix&Julia at SemEval-2022 Task 4: Patronizing and Condescending Language Detection NAACL 2022
HW-TSC at SemEval-2022 Task 3: A Unified Approach Fine-tuned on Multilingual Pretrained Model for PreTENS NAACL 2022
The Specificity and Helpfulness of Peer-to-Peer Feedback in Higher Education NAACL 2022
TransBoost: A Boosting-Tree Kernel Transfer Learning Algorithm for Improving Financial Inclusion AAAI 2022
When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer Learning ACL 2022
Conversational AI for Positive-sum Retailing under Falsehood Control ACL 2022
LIFT: Language-Interfaced Fine-Tuning for Non-language Machine Learning Tasks NIPS 2022
ZooD: Exploiting Model Zoo for Out-of-Distribution Generalization NIPS 2022
Explaining the Effectiveness of Multi-Task Learning for Efficient Knowledge Extraction from Spine MRI Reports NAACL 2022
Zero-shot AutoML with Pretrained Models ICML 2022
Learning Losses for Strategic Classification AAAI 2022
Misinformation Detection in the Wild: News Source Classification as a Proxy for Non-article Texts EMNLP 2022
FinSim4-ESG Shared Task: Learning Semantic Similarities for the Financial Domain. Extended edition to ESG insights EMNLP 2022