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Transfer Learning

458 directly classified papers

Papers per year

Papers

Measure and Improve Robustness in NLP Models: A Survey NAACL 2022
Expanding Pretrained Models to Thousands More Languages via Lexicon-based Adaptation ACL 2022
Language-agnostic BERT Sentence Embedding ACL 2022
Fully-Semantic Parsing and Generation: the BabelNet Meaning Representation ACL 2022
Cross-Task Generalization via Natural Language Crowdsourcing Instructions ACL 2022
Bilingual alignment transfers to multilingual alignment for unsupervised parallel text mining ACL 2022
Going “Deeper”: Structured Sememe Prediction via Transformer with Tree Attention ACL 2022
On the Importance of Data Size in Probing Fine-tuned Models ACL 2022
DS-TOD: Efficient Domain Specialization for Task-Oriented Dialog ACL 2022
Cross-lingual Inference with A Chinese Entailment Graph ACL 2022
Morphosyntactic Tagging with Pre-trained Language Models for Arabic and its Dialects ACL 2022
HIE-SQL: History Information Enhanced Network for Context-Dependent Text-to-SQL Semantic Parsing ACL 2022
Team DMG at CMCL 2022 Shared Task: Transformer Adapters for the Multi- and Cross-Lingual Prediction of Human Reading Behavior ACL 2022
PANDAS@TamilNLP-ACL2022: Emotion Analysis in Tamil Text using Language Agnostic Embeddings ACL 2022
Clause Topic Classification in German and English Standard Form Contracts ACL 2022
CogTaskonomy: Cognitively Inspired Task Taxonomy Is Beneficial to Transfer Learning in NLP ACL 2022
An Empirical Study on Cross-X Transfer for Legal Judgment Prediction IJCNLP 2022
A Data Cartography based MixUp for Pre-trained Language Models NAACL 2022
Adaptable Adapters NAACL 2022
BAD-X: Bilingual Adapters Improve Zero-Shot Cross-Lingual Transfer NAACL 2022
Efficient Hierarchical Domain Adaptation for Pretrained Language Models NAACL 2022
A Simple and Effective Method to Improve Zero-Shot Cross-Lingual Transfer Learning COLING 2022
Adapting Pre-trained Language Models to African Languages via Multilingual Adaptive Fine-Tuning COLING 2022
Aligning Multilingual Embeddings for Improved Code-switched Natural Language Understanding COLING 2022
Does Meta-learning Help mBERT for Few-shot Question Generation in a Cross-lingual Transfer Setting for Indic Languages? COLING 2022