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Transfer Learning

130 directly classified papers

Papers per year

Papers

One For All & All For One: Bypassing Hyperparameter Tuning with Model Averaging for Cross-Lingual Transfer EMNLP 2023
Macedon: Minimizing Representation Coding Rate Reduction for Cross-Lingual Natural Language Understanding EMNLP 2023
Cultural Compass: Predicting Transfer Learning Success in Offensive Language Detection with Cultural Features EMNLP 2023
X-SNS: Cross-Lingual Transfer Prediction through Sub-Network Similarity EMNLP 2023
BERT Has More to Offer: BERT Layers Combination Yields Better Sentence Embeddings EMNLP 2023
Test-Time Self-Adaptive Small Language Models for Question Answering EMNLP 2023
RDumb: A simple approach that questions our progress in continual test-time adaptation NIPS 2023
Geodesic Multi-Modal Mixup for Robust Fine-Tuning NIPS 2023
Bridging the Gap from Asymmetry Tricks to Decorrelation Principles in Non-contrastive Self-supervised Learning NIPS 2022
On-Device Training Under 256KB Memory NIPS 2022
Evidence > Intuition: Transferability Estimation for Encoder Selection EMNLP 2022
Task-guided Disentangled Tuning for Pretrained Language Models ACL 2022
Challenges in including extra-linguistic context in pre-trained language models ACL 2022
Plug-and-Play Adaptation for Continuously-updated QA ACL 2022
Identifying the Limits of Cross-Domain Knowledge Transfer for Pretrained Models ACL 2022
Alternative Input Signals Ease Transfer in Multilingual Machine Translation ACL 2022
Subword Evenness (SuE) as a Predictor of Cross-lingual Transfer to Low-resource Languages EMNLP 2022
Cross-lingual neural fuzzy matching for exploiting target-language monolingual corpora in computer-aided translation EMNLP 2022
Predicting Prerequisite Relations for Unseen Concepts EMNLP 2022
Don’t Stop Fine-Tuning: On Training Regimes for Few-Shot Cross-Lingual Transfer with Multilingual Language Models EMNLP 2022
SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity Recognition EMNLP 2022
Improving Low-Resource Languages in Pre-Trained Multilingual Language Models EMNLP 2022
Modular and Parameter-Efficient Fine-Tuning for NLP Models EMNLP 2022
Exploiting In-Domain Bilingual Corpora for Zero-Shot Transfer Learning in NLU of Intra-Sentential Code-Switching Chatbot Interactions EMNLP 2022
CROP: Zero-shot Cross-lingual Named Entity Recognition with Multilingual Labeled Sequence Translation EMNLP 2022