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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
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
Revisiting non-English Text Simplification: A Unified Multilingual BenchmarkCode1
ScandEval: A Benchmark for Scandinavian Natural Language ProcessingCode1
From One to Many: Expanding the Scope of Toxicity Mitigation in Language ModelsCode1
TaCo: Enhancing Cross-Lingual Transfer for Low-Resource Languages in LLMs through Translation-Assisted Chain-of-Thought ProcessesCode1
Code-Mixing on Sesame Street: Dawn of the Adversarial PolyglotsCode1
Cross-View Language Modeling: Towards Unified Cross-Lingual Cross-Modal Pre-trainingCode1
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
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information RetrievalCode1
Efficient Test Time Adapter Ensembling for Low-resource Language VarietiesCode1
CLARA: Multilingual Contrastive Learning for Audio Representation AcquisitionCode1
A Chinese Corpus for Fine-grained Entity TypingCode1
Enhancing Cross-lingual Transfer by Manifold MixupCode1
CONCRETE: Improving Cross-lingual Fact-checking with Cross-lingual RetrievalCode1
Few-shot Learning with Multilingual Language ModelsCode1
FILTER: An Enhanced Fusion Method for Cross-lingual Language UnderstandingCode1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
Cross-Lingual Natural Language Generation via Pre-TrainingCode1
Gender Bias in Multilingual Embeddings and Cross-Lingual TransferCode1
GreenPLM: Cross-Lingual Transfer of Monolingual Pre-Trained Language Models at Almost No CostCode1
InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-TrainingCode1
Investigating Cultural Alignment of Large Language ModelsCode1
Investigating Transfer Learning in Multilingual Pre-trained Language Models through Chinese Natural Language InferenceCode1
IRCoder: Intermediate Representations Make Language Models Robust Multilingual Code GeneratorsCode1
Composable Sparse Fine-Tuning for Cross-Lingual TransferCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
Learning Compact Metrics for MTCode1
Learning Disentangled Semantic Representations for Zero-Shot Cross-Lingual Transfer in Multilingual Machine Reading ComprehensionCode1
A cost-benefit analysis of cross-lingual transfer methodsCode1
Lost in Translation, Found in Spans: Identifying Claims in Multilingual Social MediaCode1
Bridging the Gap: Enhancing LLM Performance for Low-Resource African Languages with New Benchmarks, Fine-Tuning, and Cultural AdjustmentsCode1
End-to-End Slot Alignment and Recognition for Cross-Lingual NLUCode1
Frustratingly Easy Label Projection for Cross-lingual TransferCode1
K-Wav2vec 2.0: Automatic Speech Recognition based on Joint Decoding of Graphemes and SyllablesCode1
Middle-Layer Representation Alignment for Cross-Lingual Transfer in Fine-Tuned LLMsCode1
Multilingual Large Language Models: A Systematic SurveyCode1
Modelling Latent Translations for Cross-Lingual TransferCode1
mPLM-Sim: Better Cross-Lingual Similarity and Transfer in Multilingual Pretrained Language ModelsCode1
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
An Empirical Study on Cross-X Transfer for Legal Judgment PredictionCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
AdaMergeX: Cross-Lingual Transfer with Large Language Models via Adaptive Adapter MergingCode1
Choosing Transfer Languages for Cross-Lingual LearningCode1
On the Calibration of Massively Multilingual 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