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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 1–50 of 782 papers

TitleStatusHype
Overcoming Catastrophic Forgetting in Zero-Shot Cross-Lingual GenerationCode2
Crosslingual Generalization through Multitask FinetuningCode2
MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual TransferCode2
The Belebele Benchmark: a Parallel Reading Comprehension Dataset in 122 Language VariantsCode2
mGPT: Few-Shot Learners Go MultilingualCode2
Model and Data Transfer for Cross-Lingual Sequence Labelling in Zero-Resource SettingsCode2
T-FREE: Subword Tokenizer-Free Generative LLMs via Sparse Representations for Memory-Efficient EmbeddingsCode2
MIND Your Language: A Multilingual Dataset for Cross-lingual News RecommendationCode2
Learning Disentangled Semantic Representations for Zero-Shot Cross-Lingual Transfer in Multilingual Machine Reading ComprehensionCode1
Investigating Transfer Learning in Multilingual Pre-trained Language Models through Chinese Natural Language InferenceCode1
It’s All in the Heads: Using Attention Heads as a Baseline for Cross-Lingual Transfer in Commonsense ReasoningCode1
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
Learning Compact Metrics for MTCode1
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity LinkingCode1
IndicXNLI: Evaluating Multilingual Inference for Indian LanguagesCode1
Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical TextsCode1
FILTER: An Enhanced Fusion Method for Cross-lingual Language UnderstandingCode1
Inducing Language-Agnostic Multilingual RepresentationsCode1
Few-shot Learning with Multilingual Language ModelsCode1
From One to Many: Expanding the Scope of Toxicity Mitigation in Language ModelsCode1
GreenPLM: Cross-Lingual Transfer of Monolingual Pre-Trained Language Models at Almost No CostCode1
Bridging the Gap: Enhancing LLM Performance for Low-Resource African Languages with New Benchmarks, Fine-Tuning, and Cultural AdjustmentsCode1
Investigating the Translation Performance of a Large Multilingual Language Model: the Case of BLOOMCode1
ALIGN-MLM: Word Embedding Alignment is Crucial for Multilingual Pre-trainingCode1
IRCoder: Intermediate Representations Make Language Models Robust Multilingual Code GeneratorsCode1
CLARA: Multilingual Contrastive Learning for Audio Representation AcquisitionCode1
Allophant: Cross-lingual Phoneme Recognition with Articulatory AttributesCode1
Choosing Transfer Languages for Cross-Lingual LearningCode1
K-Wav2vec 2.0: Automatic Speech Recognition based on Joint Decoding of Graphemes and SyllablesCode1
EENLP: Cross-lingual Eastern European NLP IndexCode1
Cross-Lingual Natural Language Generation via Pre-TrainingCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
Efficient Test Time Adapter Ensembling for Low-resource Language VarietiesCode1
CONCRETE: Improving Cross-lingual Fact-checking with Cross-lingual RetrievalCode1
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous GraphCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
Cross-View Language Modeling: Towards Unified Cross-Lingual Cross-Modal Pre-trainingCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
Enhancing Cross-lingual Transfer by Manifold MixupCode1
A cost-benefit analysis of cross-lingual transfer methodsCode1
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERTCode1
BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue ModelingCode1
Finding Universal Grammatical Relations in Multilingual BERTCode1
Frustratingly Easy Label Projection for Cross-lingual TransferCode1
Gender Bias in Multilingual Embeddings and Cross-Lingual TransferCode1
An Empirical Study on Cross-X Transfer for Legal Judgment PredictionCode1
AdaMergeX: Cross-Lingual Transfer with Large Language Models via Adaptive Adapter MergingCode1
Investigating Cultural Alignment of Large Language ModelsCode1
Composable Sparse Fine-Tuning for Cross-Lingual TransferCode1
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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