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 451–460 of 782 papers

Title	Date	Tasks	Status	Hype
mLUKE: The Power of Entity Representations in Multilingual Pretrained Language Models	Oct 15, 2021	Cross-Lingual Question AnsweringCross-Lingual Transfer	CodeCode Available	1
Composable Sparse Fine-Tuning for Cross-Lingual Transfer	Oct 14, 2021	Cross-Lingual TransferLanguage Modeling	CodeCode Available	1
Learning Compact Metrics for MT	Oct 12, 2021	Cross-Lingual TransferLanguage Modeling	CodeCode Available	1
K-Wav2vec 2.0: Automatic Speech Recognition based on Joint Decoding of Graphemes and Syllables	Oct 11, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Unsupervised Cross-Lingual Transfer of Structured Predictors without Source Data	Oct 8, 2021	Cross-Lingual TransferDependency Parsing	CodeCode Available	0
Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0	Oct 7, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Cross-Language Learning for Entity Matching	Oct 7, 2021	Cross-Lingual TransferEntity Resolution	CodeCode Available	0
Sequential Reptile: Inter-Task Gradient Alignment for Multilingual Learning	Oct 6, 2021	Continual LearningCross-Lingual Transfer	—Unverified	0
Using Optimal Transport as Alignment Objective for fine-tuning Multilingual Contextualized Embeddings	Oct 6, 2021	Cross-Lingual TransferWord Alignment	—Unverified	0
Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance	Oct 5, 2021	Cross-Lingual TransferNatural Language Inference	CodeCode Available	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