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Transfer Learning

458 directly classified papers

Papers per year

Papers

Learning Term Embeddings for Lexical Taxonomies AAAI 2021
Evaluating morphological typology in zero-shot cross-lingual transfer ACL 2021
Taming Pre-trained Language Models with N-gram Representations for Low-Resource Domain Adaptation ACL 2021
Syntax-Enhanced Pre-trained Model ACL 2021
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ACL 2021
Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates ACL 2021
Learning to Generate Task-Specific Adapters from Task Description ACL 2021
Domain-Adaptive Pretraining Methods for Dialogue Understanding ACL 2021
Learning to Augment for Data-scarce Domain BERT Knowledge Distillation AAAI 2021
Exploiting Language Relatedness for Low Web-Resource Language Model Adaptation: An Indic Languages Study ACL 2021
Role of Language Relatedness in Multilingual Fine-tuning of Language Models: A Case Study in Indo-Aryan Languages EMNLP 2021
Beyond Grammatical Error Correction: Improving L1-influenced research writing in English using pre-trained encoder-decoder models EMNLP 2021
Exploiting Language Relatedness for Low Web-Resource Language Model Adaptation: An Indic Languages Study IJCNLP 2021
FILTER: An Enhanced Fusion Method for Cross-lingual Language Understanding AAAI 2021
Analogy Training Multilingual Encoders AAAI 2021
UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP ACL 2021
Identifying the Importance of Content Overlap for Better Cross-lingual Embedding Mappings EMNLP 2021
On the Cross-lingual Transferability of Contextualized Sense Embeddings EMNLP 2021
ÚFAL at MultiLexNorm 2021: Improving Multilingual Lexical Normalization by Fine-tuning ByT5 EMNLP 2021
Syntax-augmented Multilingual BERT for Cross-lingual Transfer ACL 2021
Cross-lingual Contextualized Topic Models with Zero-shot Learning EACL 2021
On the Importance of Word Order Information in Cross-lingual Sequence Labeling AAAI 2021
ERNIE-M: Enhanced Multilingual Representation by Aligning Cross-lingual Semantics with Monolingual Corpora EMNLP 2021
Examining Cross-lingual Contextual Embeddings with Orthogonal Structural Probes EMNLP 2021
On the Relation between Syntactic Divergence and Zero-Shot Performance EMNLP 2021