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Cross-Lingual Transfer

Cross-lingual transfer refers to transfer learning using data and models available for one language for which ample such resources are available (e.g., English) to solve tasks in another, commonly more low-resource, language.

Papers

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Showing 51–100 of 782 papers

TitleStatusHype
Learning Disentangled Semantic Representations for Zero-Shot Cross-Lingual Transfer in Multilingual Machine Reading ComprehensionCode1
Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument ExtractionCode1
Zero-shot Cross-lingual Transfer of Prompt-based Tuning with a Unified Multilingual PromptCode1
Few-shot Learning with Multilingual Language ModelsCode1
Unsupervised Dense Information Retrieval with Contrastive LearningCode1
WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language modelsCode1
MultiEURLEX - A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transferCode1
Multi-Domain Multilingual Question AnsweringCode1
Cross-lingual Aspect-based Sentiment Analysis with Aspect Term Code-SwitchingCode1
When is BERT Multilingual? Isolating Crucial Ingredients for Cross-lingual TransferCode1
Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine TranslationCode1
mLUKE: The Power of Entity Representations in Multilingual Pretrained Language ModelsCode1
Composable Sparse Fine-Tuning for Cross-Lingual TransferCode1
Learning Compact Metrics for MTCode1
K-Wav2vec 2.0: Automatic Speech Recognition based on Joint Decoding of Graphemes and SyllablesCode1
Visually Grounded Reasoning across Languages and CulturesCode1
xGQA: Cross-Lingual Visual Question AnsweringCode1
Efficient Test Time Adapter Ensembling for Low-resource Language VarietiesCode1
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous GraphCode1
MultiEURLEX -- A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transferCode1
Compositional Generalization in Multilingual Semantic Parsing over WikidataCode1
EENLP: Cross-lingual Eastern European NLP IndexCode1
It’s All in the Heads: Using Attention Heads as a Baseline for Cross-Lingual Transfer in Commonsense ReasoningCode1
Modelling Latent Translations for Cross-Lingual TransferCode1
It's All in the Heads: Using Attention Heads as a Baseline for Cross-Lingual Transfer in Commonsense ReasoningCode1
Investigating Transfer Learning in Multilingual Pre-trained Language Models through Chinese Natural Language InferenceCode1
BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue ModelingCode1
Syntax-augmented Multilingual BERT for Cross-lingual TransferCode1
ZmBART: An Unsupervised Cross-lingual Transfer Framework for Language GenerationCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity LinkingCode1
A cost-benefit analysis of cross-lingual transfer methodsCode1
X-METRA-ADA: Cross-lingual Meta-Transfer Learning Adaptation to Natural Language Understanding and Question AnsweringCode1
MetaXL: Meta Representation Transformation for Low-resource Cross-lingual LearningCode1
Zero-Shot Cross-lingual Semantic ParsingCode1
XTREME-R: Towards More Challenging and Nuanced Multilingual EvaluationCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
Code-Mixing on Sesame Street: Dawn of the Adversarial PolyglotsCode1
Multilingual Multimodal Pre-training for Zero-Shot Cross-Lingual Transfer of Vision-Language ModelsCode1
Multi-view Subword RegularizationCode1
Summarising Historical Text in Modern LanguagesCode1
Word Alignment by Fine-tuning Embeddings on Parallel CorporaCode1
Improving Portuguese Semantic Role Labeling with Transformers and Transfer LearningCode1
KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and KirundiCode1
The Multilingual Amazon Reviews CorpusCode1
FILTER: An Enhanced Fusion Method for Cross-lingual Language UnderstandingCode1
Inducing Language-Agnostic Multilingual RepresentationsCode1
NLPDove at SemEval-2020 Task 12: Improving Offensive Language Detection with Cross-lingual TransferCode1
InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-TrainingCode1
Finding Universal Grammatical Relations in Multilingual BERTCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PaLM 2 (few-shot)Accuracy94.4—Unverified
2mT0-13BAccuracy84.45—Unverified
3RoBERTa Large (translate test)Accuracy76.05—Unverified
4BLOOMZAccuracy75.5—Unverified
5MAD-X BaseAccuracy60.94—Unverified
6mGPTAccuracy55.5—Unverified