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 251–275 of 782 papers

Title	Date	Tasks	Status	Score
Efficient Language Model Training through Cross-Lingual and Progressive Transfer Learning	Jan 23, 2023	Cross-Lingual TransferLanguage Modeling	CodeCode Available	5
Cross-lingual Annotation Projection in Legal Texts	Dec 1, 2020	Cross-Lingual TransferDynamic Time Warping	CodeCode Available	5
Analysing Cross-Lingual Transfer in Low-Resourced African Named Entity Recognition	Sep 11, 2023	Cross-Lingual Transfernamed-entity-recognition	CodeCode Available	5
Cross-lingual Intermediate Fine-tuning improves Dialogue State Tracking	Sep 28, 2021	Cross-Lingual TransferDialogue State Tracking	CodeCode Available	5
Translation and Fusion Improves Zero-shot Cross-lingual Information Extraction	May 23, 2023	Cross-Lingual TransferDecoder	CodeCode Available	5
Incorporating Lexical and Syntactic Knowledge for Unsupervised Cross-Lingual Transfer	Apr 25, 2024	Cross-Lingual TransferGraph Attention	CodeCode Available	5
Investigating Bias in Multilingual Language Models: Cross-Lingual Transfer of Debiasing Techniques	Oct 16, 2023	Cross-Lingual Transfer	CodeCode Available	5
Few-shot News Recommendation via Cross-lingual Transfer	Jul 28, 2022	Cross-Lingual TransferNews Recommendation	CodeCode Available	5
FUN with Fisher: Improving Generalization of Adapter-Based Cross-lingual Transfer with Scheduled Unfreezing	Jan 13, 2023	Cross-Lingual TransferTransfer Learning	CodeCode Available	5
Cross-lingual Emotion Intensity Prediction	Apr 8, 2020	Cross-Lingual TransferEmotion Classification	CodeCode Available	5
BAD-X: Bilingual Adapters Improve Zero-Shot Cross-Lingual Transfer	Jul 1, 2022	Cross-Lingual TransferZero-Shot Cross-Lingual Transfer	CodeCode Available	5
Improving Cross-Lingual Transfer through Subtree-Aware Word Reordering	Oct 20, 2023	Cross-Lingual TransferPOS	CodeCode Available	5
Improving Low-Resource Cross-lingual Parsing with Expected Statistic Regularization	Oct 17, 2022	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
Cross-lingual Dependency Parsing with Unlabeled Auxiliary Languages	Sep 20, 2019	Cross-Lingual TransferDependency Parsing	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
Hyperpolyglot LLMs: Cross-Lingual Interpretability in Token Embeddings	Nov 29, 2023	Cross-Lingual TransferLanguage Modeling	CodeCode Available	5
A Common Semantic Space for Monolingual and Cross-Lingual Meta-Embeddings	Jan 17, 2020	Cross-Lingual TransferPOS	CodeCode Available	5
GL-CLeF: A Global–Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding	May 1, 2022	Contrastive LearningCross-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
Cross-lingual Dependency Parsing Based on Distributed Representations	Jul 1, 2015	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
Identifying the Correlation Between Language Distance and Cross-Lingual Transfer in a Multilingual Representation Space	May 3, 2023	Cross-Lingual Transfer	CodeCode Available	5
Improving the Cross-Lingual Generalisation in Visual Question Answering	Sep 7, 2022	Cross-Lingual TransferQuestion Answering	CodeCode Available	5
Enhancing Cross-lingual Transfer via Phonemic Transcription Integration	Jul 10, 2023	Cross-Lingual Transfernamed-entity-recognition	CodeCode Available	5
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding	Apr 18, 2022	Contrastive LearningCross-Lingual Transfer	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

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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