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 601–610 of 782 papers

Title	Date	Tasks	Status	Hype
Inducing Language-Agnostic Multilingual Representations	Aug 20, 2020	Cross-Lingual TransferSentence	CodeCode Available	1
MICE: Mining Idioms with Contextual Embeddings	Aug 13, 2020	Cross-Lingual TransferWord Embeddings	CodeCode Available	0
NLPDove at SemEval-2020 Task 12: Improving Offensive Language Detection with Cross-lingual Transfer	Aug 4, 2020	Cross-Lingual TransferData Augmentation	CodeCode Available	1
Effects of Language Relatedness for Cross-lingual Transfer Learning in Character-Based Language Models	Jul 22, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled Data	Jul 15, 2020	Cross-Lingual NERCross-Lingual Transfer	CodeCode Available	0
InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training	Jul 15, 2020	Contrastive LearningCross-Lingual Transfer	CodeCode Available	1
Reading Comprehension in Czech via Machine Translation and Cross-lingual Transfer	Jul 3, 2020	Cross-Lingual TransferMachine Translation	—Unverified	0
Transliteration for Cross-Lingual Morphological Inflection	Jul 1, 2020	Cross-Lingual TransferGrapheme-to-Phoneme Conversion	—Unverified	0
The CMU-LTI submission to the SIGMORPHON 2020 Shared Task 0: Language-Specific Cross-Lingual Transfer	Jul 1, 2020	Cross-Lingual TransferMorphological Inflection	—Unverified	0
Jointly Learning to Align and Summarize for Neural Cross-Lingual Summarization	Jul 1, 2020	Cross-Lingual Transfer	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PaLM 2 (few-shot)	Accuracy	94.4	—	Unverified
2	mT0-13B	Accuracy	84.45	—	Unverified
3	RoBERTa Large (translate test)	Accuracy	76.05	—	Unverified
4	BLOOMZ	Accuracy	75.5	—	Unverified
5	MAD-X Base	Accuracy	60.94	—	Unverified
6	mGPT	Accuracy	55.5	—	Unverified