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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 71–80 of 782 papers

Title	Date	Tasks	Status	Hype
Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT	Apr 19, 2019	Cross-Lingual NERCross-Lingual Transfer	CodeCode Available	1
Cross-Lingual Natural Language Generation via Pre-Training	Sep 23, 2019	Abstractive Text SummarizationCross-Lingual Transfer	CodeCode Available	1
Finding Universal Grammatical Relations in Multilingual BERT	May 9, 2020	Cross-Lingual TransferLanguage Modeling	CodeCode Available	1
From One to Many: Expanding the Scope of Toxicity Mitigation in Language Models	Mar 6, 2024	Cross-Lingual Transfer	CodeCode Available	1
GreenPLM: Cross-Lingual Transfer of Monolingual Pre-Trained Language Models at Almost No Cost	Nov 13, 2022	Cross-Lingual Transfer	CodeCode Available	1
IndicXNLI: Evaluating Multilingual Inference for Indian Languages	Apr 19, 2022	Cross-Lingual TransferMachine Translation	CodeCode Available	1
InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training	Jul 15, 2020	Contrastive LearningCross-Lingual Transfer	CodeCode Available	1
Investigating Cultural Alignment of Large Language Models	Feb 20, 2024	Cross-Lingual TransferSurvey	CodeCode Available	1
BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue Modeling	Jun 5, 2021	Cross-Lingual TransferTransfer Learning	CodeCode Available	1
It's All in the Heads: Using Attention Heads as a Baseline for Cross-Lingual Transfer in Commonsense Reasoning	Jun 22, 2021	AllCross-Lingual Transfer	CodeCode Available	1

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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