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 626–650 of 782 papers

Title	Date	Tasks	Status
Contextual Label Projection for Cross-Lingual Structured Prediction	Sep 16, 2023	Cross-Lingual TransferEvent Argument Extraction	CodeCode Available
Part-of-Speech Tagging on an Endangered Language: a Parallel Griko-Italian Resource	Jun 11, 2018	Active LearningCross-Lingual Transfer	CodeCode Available
Translation and Fusion Improves Zero-shot Cross-lingual Information Extraction	May 23, 2023	Cross-Lingual TransferDecoder	CodeCode Available
PD3: Better Low-Resource Cross-Lingual Transfer By Combining Direct Transfer and Annotation Projection	Nov 1, 2018	Argument MiningCross-Lingual Transfer	CodeCode Available
Investigating the Quality of Static Anchor Embeddings from Transformers for Under-Resourced Languages	Jun 1, 2022	Cross-Lingual Transfer	CodeCode Available
EMMA-500: Enhancing Massively Multilingual Adaptation of Large Language Models	Sep 26, 2024	Cross-Lingual TransferLanguage Modeling	CodeCode Available
EkoHate: Abusive Language and Hate Speech Detection for Code-switched Political Discussions on Nigerian Twitter	Apr 28, 2024	Abusive LanguageCross-Lingual Transfer	CodeCode Available
Efficiently Aligned Cross-Lingual Transfer Learning for Conversational Tasks using Prompt-Tuning	Apr 3, 2023	Cross-Lingual Transferintent-classification	CodeCode Available
The interplay between language similarity and script on a novel multi-layer Algerian dialect corpus	May 16, 2021	Cross-Lingual TransferPart-Of-Speech Tagging	CodeCode Available
Is Prompt-Based Finetuning Always Better than Vanilla Finetuning? Insights from Cross-Lingual Language Understanding	Jul 15, 2023	Cross-Lingual TransferNatural Language Inference	CodeCode Available
Persian Natural Language Inference: A Meta-learning approach	May 18, 2022	Cross-Lingual TransferMeta-Learning	CodeCode Available
XL-WiC: A Multilingual Benchmark for Evaluating Semantic Contextualization	Oct 13, 2020	Binary ClassificationCross-Lingual Transfer	CodeCode Available
Efficient Language Model Training through Cross-Lingual and Progressive Transfer Learning	Jan 23, 2023	Cross-Lingual TransferLanguage Modeling	CodeCode Available
Effective Cross-lingual Transfer of Neural Machine Translation Models without Shared Vocabularies	May 14, 2019	Cross-Lingual TransferLow Resource Neural Machine Translation	CodeCode Available
Phylogeny-Inspired Adaptation of Multilingual Models to New Languages	May 19, 2022	Cross-Lingual Transfer	CodeCode Available
A logical-based corpus for cross-lingual evaluation	May 10, 2019	Cross-Lingual TransferNatural Language Inference	CodeCode Available
Por Qué Não Utiliser Alla Språk? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer	Apr 29, 2022	Cross-Lingual TransferModel Selection	CodeCode Available
PPT: Parsimonious Parser Transfer for Unsupervised Cross-Lingual Adaptation	Jan 27, 2021	ARCCross-Lingual Transfer	CodeCode Available
PreAlign: Boosting Cross-Lingual Transfer by Early Establishment of Multilingual Alignment	Jul 23, 2024	Cross-Lingual TransferLanguage Modeling	CodeCode Available
Predicting Concreteness and Imageability of Words Within and Across Languages via Word Embeddings	Jul 9, 2018	Cross-Lingual TransferWord Embeddings	CodeCode Available
Predicting Concreteness and Imageability of Words Within and Across Languages via Word Embeddings	Jul 1, 2018	Cross-Lingual TransferRepresentation Learning	CodeCode Available
KFU NLP Team at SMM4H 2020 Tasks: Cross-lingual Transfer Learning with Pretrained Language Models for Drug Reactions	Dec 1, 2020	Cross-Lingual TransferTask 2	CodeCode Available
Don't Just Scratch the Surface: Enhancing Word Representations for Korean with Hanja	Aug 25, 2019	Cross-Lingual TransferHeadline Generation	CodeCode Available
Does Manipulating Tokenization Aid Cross-Lingual Transfer? A Study on POS Tagging for Non-Standardized Languages	Apr 20, 2023	Cross-Lingual TransferPart-Of-Speech Tagging	CodeCode Available
Language Agnostic Multilingual Information Retrieval with Contrastive Learning	Oct 12, 2022	Contrastive LearningCross-Lingual Transfer	CodeCode Available

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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