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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
ALIGN-MLM: Word Embedding Alignment is Crucial for Multilingual Pre-trainingCode1
End-to-End Slot Alignment and Recognition for Cross-Lingual NLUCode1
Pre-training Data Quality and Quantity for a Low-Resource Language: New Corpus and BERT Models for MalteseCode1
Prompt-Tuning Can Be Much Better Than Fine-Tuning on Cross-lingual Understanding With Multilingual Language ModelsCode1
Summarising Historical Text in Modern LanguagesCode1
Syntax-augmented Multilingual BERT for Cross-lingual TransferCode1
FILTER: An Enhanced Fusion Method for Cross-lingual Language UnderstandingCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
The Importance of Being Parameters: An Intra-Distillation Method for Serious GainsCode1
The Multilingual Amazon Reviews CorpusCode1
Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine TranslationCode1
ReadMe++: Benchmarking Multilingual Language Models for Multi-Domain Readability AssessmentCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
Cross-View Language Modeling: Towards Unified Cross-Lingual Cross-Modal Pre-trainingCode1
CONCRETE: Improving Cross-lingual Fact-checking with Cross-lingual RetrievalCode1
A Chinese Corpus for Fine-grained Entity TypingCode1
CLARA: Multilingual Contrastive Learning for Audio Representation AcquisitionCode1
Efficient Test Time Adapter Ensembling for Low-resource Language VarietiesCode1
Enhancing Cross-lingual Transfer by Manifold MixupCode1
Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical TextsCode1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
Cross-Lingual Natural Language Generation via Pre-TrainingCode1
From One to Many: Expanding the Scope of Toxicity Mitigation in Language ModelsCode1
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information RetrievalCode1
Composable Sparse Fine-Tuning for Cross-Lingual TransferCode1
GreenPLM: Cross-Lingual Transfer of Monolingual Pre-Trained Language Models at Almost No CostCode1
Inducing Language-Agnostic Multilingual RepresentationsCode1
InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-TrainingCode1
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous GraphCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
It’s All in the Heads: Using Attention Heads as a Baseline for Cross-Lingual Transfer in Commonsense ReasoningCode1
KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and KirundiCode1
A cost-benefit analysis of cross-lingual transfer methodsCode1
Learning Disentangled Semantic Representations for Zero-Shot Cross-Lingual Transfer in Multilingual Machine Reading ComprehensionCode1
Bridging the Gap: Enhancing LLM Performance for Low-Resource African Languages with New Benchmarks, Fine-Tuning, and Cultural AdjustmentsCode1
LEIA: Facilitating Cross-lingual Knowledge Transfer in Language Models with Entity-based Data AugmentationCode1
Make the Best of Cross-lingual Transfer: Evidence from POS Tagging with over 100 LanguagesCode1
MasakhaPOS: Part-of-Speech Tagging for Typologically Diverse African LanguagesCode1
EENLP: Cross-lingual Eastern European NLP IndexCode1
MetaXL: Meta Representation Transformation for Low-resource Cross-lingual LearningCode1
Finding Universal Grammatical Relations in Multilingual BERTCode1
IRCoder: Intermediate Representations Make Language Models Robust Multilingual Code GeneratorsCode1
Modelling Latent Translations for Cross-Lingual TransferCode1
mPLM-Sim: Better Cross-Lingual Similarity and Transfer in Multilingual Pretrained Language ModelsCode1
An Empirical Study on Cross-X Transfer for Legal Judgment PredictionCode1
Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument ExtractionCode1
AdaMergeX: Cross-Lingual Transfer with Large Language Models via Adaptive Adapter MergingCode1
Choosing Transfer Languages for Cross-Lingual LearningCode1
Multilingual Multimodal Pre-training for Zero-Shot Cross-Lingual Transfer of Vision-Language ModelsCode1
Unsupervised Cross-lingual Representation Learning at ScaleCode1
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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