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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 601–650 of 782 papers

TitleStatusHype
Inducing Language-Agnostic Multilingual RepresentationsCode1
MICE: Mining Idioms with Contextual EmbeddingsCode0
NLPDove at SemEval-2020 Task 12: Improving Offensive Language Detection with Cross-lingual TransferCode1
Effects of Language Relatedness for Cross-lingual Transfer Learning in Character-Based Language Models—0
UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled DataCode0
InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-TrainingCode1
Reading Comprehension in Czech via Machine Translation and Cross-lingual Transfer—0
Transliteration for Cross-Lingual Morphological Inflection—0
The CMU-LTI submission to the SIGMORPHON 2020 Shared Task 0: Language-Specific Cross-Lingual Transfer—0
Jointly Learning to Align and Summarize for Neural Cross-Lingual Summarization—0
Self-Supervised Representations Improve End-to-End Speech Translation—0
Cross-Cultural Similarity Features for Cross-Lingual Transfer Learning of Pragmatically Motivated TasksCode0
Improving Cross-Lingual Transfer Learning for End-to-End Speech Recognition with Speech Translation—0
Cross-lingual Transfer Learning for COVID-19 Outbreak Alignment—0
English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too—0
English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too—0
Leveraging Text Data Using Hybrid Transformer-LSTM Based End-to-End ASR in Transfer Learning—0
Cross-lingual Approaches for Task-specific Dialogue Act Recognition—0
Adversarial Alignment of Multilingual Models for Extracting Temporal Expressions from Text—0
Are All Languages Created Equal in Multilingual BERT?—0
Cross-lingual Transfer of Sentiment Classifiers—0
Finding Universal Grammatical Relations in Multilingual BERTCode1
Fine-Grained Analysis of Cross-Linguistic Syntactic DivergencesCode0
On the Limitations of Cross-lingual Encoders as Exposed by Reference-Free Machine Translation EvaluationCode1
Gender Bias in Multilingual Embeddings and Cross-Lingual TransferCode1
WikiBank: Using Wikidata to Improve Multilingual Frame-Semantic Parsing—0
Conversational Question Answering in Low Resource Scenarios: A Dataset and Case Study for Basque—0
DaNE: A Named Entity Resource for Danish—0
Cross-lingual Structure Transfer for Zero-resource Event Extraction—0
From Zero to Hero: On the Limitations of Zero-Shot Cross-Lingual Transfer with Multilingual Transformers—0
XCOPA: A Multilingual Dataset for Causal Commonsense ReasoningCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual TransferCode2
Don't Use English Dev: On the Zero-Shot Cross-Lingual Evaluation of Contextual Embeddings—0
Mutlitask Learning for Cross-Lingual Transfer of Semantic Dependencies—0
End-to-End Slot Alignment and Recognition for Cross-Lingual NLUCode1
Extending Multilingual BERT to Low-Resource Languages—0
Weakly Supervised POS Taggers Perform Poorly on Truly Low-Resource Languages—0
UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP—0
Learning to Learn Morphological Inflection for Resource-Poor Languages—0
Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target LanguageCode0
A Study of Cross-Lingual Ability and Language-specific Information in Multilingual BERT—0
A Chinese Corpus for Fine-grained Entity TypingCode1
Towards Instance-Level Parser Selection for Cross-Lingual Transfer of Dependency Parsers—0
Translation Artifacts in Cross-lingual Transfer LearningCode0
Multilingual Chart-based Constituency Parse Extraction from Pre-trained Language ModelsCode0
Cross-lingual Emotion Intensity PredictionCode0
Understanding Cross-Lingual Syntactic Transfer in Multilingual Recurrent Neural Networks—0
XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual GeneralizationCode1
Zero-Shot Cross-Lingual Transfer with Meta LearningCode1
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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