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 41–50 of 782 papers

Title	Date	Tasks	Status	Hype
A cost-benefit analysis of cross-lingual transfer methods	May 14, 2021	Cross-Lingual TransferTranslation	CodeCode Available	1
Efficient Test Time Adapter Ensembling for Low-resource Language Varieties	Sep 10, 2021	Cross-Lingual Transfernamed-entity-recognition	CodeCode Available	1
Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts	Apr 10, 2022	Cross-Lingual TransferDe-identification	CodeCode Available	1
Few-shot Learning with Multilingual Language Models	Dec 20, 2021	Cross-Lingual TransferFew-Shot Learning	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
An Empirical Study on Cross-X Transfer for Legal Judgment Prediction	Sep 25, 2022	Cross-Lingual TransferTransfer Learning	CodeCode Available	1
AdaMergeX: Cross-Lingual Transfer with Large Language Models via Adaptive Adapter Merging	Feb 29, 2024	Cross-Lingual Transfer	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
Code-Mixing on Sesame Street: Dawn of the Adversarial Polyglots	Mar 17, 2021	Cross-Lingual TransferXLM-R	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