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 181–190 of 782 papers

Title	Date	Tasks	Status	Score
Analyzing BERT Cross-lingual Transfer Capabilities in Continual Sequence Labeling	Oct 1, 2022	Continual LearningCross-Lingual Transfer	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
Cross-Lingual Text Classification of Transliterated Hindi and Malayalam	Aug 31, 2021	BenchmarkingClassification	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
First Align, then Predict: Understanding the Cross-Lingual Ability of Multilingual BERT	Jan 26, 2021	Cross-Lingual TransferLanguage Modeling	CodeCode Available	5
How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions	Feb 1, 2019	Bilingual Lexicon InductionCross-Lingual Transfer	CodeCode Available	5
Language-Aware Multilingual Machine Translation with Self-Supervised Learning	Feb 10, 2023	Cross-Lingual TransferDecoder	CodeCode Available	5
Cross-lingual Similarity of Multilingual Representations Revisited	Dec 4, 2022	Causal Language ModelingCross-Lingual Transfer	CodeCode Available	5
Similarity of Sentence Representations in Multilingual LMs: Resolving Conflicting Literature and Case Study of Baltic Languages	Sep 2, 2021	Cross-Lingual TransferSentence	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