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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 451–500 of 782 papers

TitleStatusHype
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
Unsupervised Cross-Lingual Transfer of Structured Predictors without Source DataCode0
Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0—0
Cross-Language Learning for Entity MatchingCode0
Sequential Reptile: Inter-Task Gradient Alignment for Multilingual Learning—0
Using Optimal Transport as Alignment Objective for fine-tuning Multilingual Contextualized Embeddings—0
Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer PerformanceCode0
Universal Recurrent Neural Network Grammar—0
Learning Invariant Representations on Multilingual Language Models for Unsupervised Cross-Lingual Transfer—0
Call Larisa Ivanovna: Code-Switching Fools Multilingual NLU ModelsCode0
Cross-lingual Intermediate Fine-tuning improves Dialogue State TrackingCode0
Visually Grounded Reasoning across Languages and CulturesCode1
Rumour Detection via Zero-shot Cross-lingual Transfer Learning—0
Simple and Effective Zero-shot Cross-lingual Phoneme RecognitionCode0
Cross-Lingual Language Model Meta-Pretraining—0
Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction—0
Cross-lingual Transfer of Monolingual Models—0
On the Universality of Deep Contextual Language Models—0
Improving Zero-shot Cross-lingual Transfer between Closely Related Languages by injecting Character-level Noise—0
xGQA: Cross-Lingual Visual Question AnsweringCode1
AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African LanguagesCode0
Efficient Test Time Adapter Ensembling for Low-resource Language VarietiesCode1
A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual RepresentationsCode0
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous GraphCode1
On the ability of monolingual models to learn language-agnostic representations—0
Similarity of Sentence Representations in Multilingual LMs: Resolving Conflicting Literature and Case Study of Baltic LanguagesCode0
MultiEURLEX -- A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transferCode1
Transfer-based Enrichment of a Hungarian Named Entity Dataset—0
Multiple Captions Embellished Multilingual Multi-Modal Neural Machine Translation—0
Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty EstimationCode0
Cross-Lingual Text Classification of Transliterated Hindi and MalayalamCode0
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
Exploring Cross-Lingual Transfer Learning with Unsupervised Machine Translation—0
Exposing the limits of Zero-shot Cross-lingual Hate Speech Detection—0
Evaluating morphological typology in zero-shot cross-lingual transfer—0
LexFit: Lexical Fine-Tuning of Pretrained Language Models—0
MulDA: A Multilingual Data Augmentation Framework for Low-Resource Cross-Lingual NER—0
Multi-View Cross-Lingual Structured Prediction with Minimum Supervision—0
GlossReader at SemEval-2021 Task 2: Reading Definitions Improves Contextualized Word Embeddings—0
PAW at SemEval-2021 Task 2: Multilingual and Cross-lingual Word-in-Context Disambiguation : Exploring Cross Lingual Transfer, Augmentations and Adversarial Training—0
Modelling Latent Translations for Cross-Lingual TransferCode1
Soft Layer Selection with Meta-Learning for Zero-Shot Cross-Lingual Transfer—0
Cross-Lingual Transfer Learning for Statistical Type Inference—0
Revisiting the Primacy of English in Zero-shot Cross-lingual Transfer—0
It's All in the Heads: Using Attention Heads as a Baseline for Cross-Lingual Transfer in Commonsense ReasoningCode1
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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