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 191–200 of 782 papers

Title	Date	Tasks	Status	Score
Free Lunch: Robust Cross-Lingual Transfer via Model Checkpoint Averaging	May 26, 2023	Cross-Lingual TransferModel Selection	CodeCode Available	5
Cross-Lingual Text Classification of Transliterated Hindi and Malayalam	Aug 31, 2021	BenchmarkingClassification	CodeCode Available	5
Fine-Grained Analysis of Cross-Linguistic Syntactic Divergences	May 7, 2020	Cross-Lingual Transfer	CodeCode Available	5
Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible Projections	Jun 6, 2019	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African Languages	Sep 10, 2021	Cross-Lingual TransferData Augmentation	CodeCode Available	5
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling	Apr 11, 2021	ClassificationCross-Lingual Transfer	CodeCode Available	5
Frustratingly Simple but Surprisingly Strong: Using Language-Independent Features for Zero-shot Cross-lingual Semantic Parsing	Nov 1, 2021	Cross-Lingual TransferPOS	CodeCode Available	5
Few-shot News Recommendation via Cross-lingual Transfer	Jul 28, 2022	Cross-Lingual TransferNews Recommendation	CodeCode Available	5
Cross-lingual Similarity of Multilingual Representations Revisited	Dec 4, 2022	Causal Language ModelingCross-Lingual Transfer	CodeCode Available	5
Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition Systems	Jul 3, 2023	Cross-Lingual Transfernamed-entity-recognition	CodeCode Available	5

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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