Multilingual Dependency Parsing for Low-Resource Languages: Case Studies on North Saami and Komi-Zyrian
Code (1)
Tasks
Cross-Lingual TransferDependency ParsingMultilingual Word EmbeddingsWord EmbeddingsSimilar Papers 제목 키워드 기반
Parsing in the absence of related languages: Evaluating low-resource dependency parsers on Tagalog
Cross-lingual and multilingual methods have been widely suggested as options for dependency parsing of low-resource languages; however, these typically require the use of annotated data in related high-resource languages…
Dependency ParsingEvaluating zero-shot transfers and multilingual models for dependency parsing and POS tagging within the low-resource language family Tupían
This work presents two experiments with the goal of replicating the transferability of dependency parsers and POS taggers trained on closely related languages within the low-resource language family Tupían. The experimen…
Dependency ParsingPOSPOS TaggingTransfer LearningTypological Features for Multilingual Delexicalised Dependency Parsing
The existence of universal models to describe the syntax of languages has been debated for decades. The availability of resources such as the Universal Dependencies treebanks and the World Atlas of Language Structures ma…
Dependency ParsingLanguage IdentificationMultilingual Dependency Parsing for Low-Resource African Languages: Case Studies on Bambara, Wolof, and Yoruba
This paper describes a methodology for syntactic knowledge transfer between high-resource languages to extremely low-resource languages. The methodology consists in leveraging multilingual BERT self-attention model pretr…
Dependency ParsingMultilingual Word EmbeddingsTransfer LearningWord EmbeddingsZero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum Learning
Large multilingual pretrained language models such as mBERT and XLM-RoBERTa have been found to be surprisingly effective for cross-lingual transfer of syntactic parsing models (Wu and Dredze 2019), but only between relat…
Cross-Lingual TransferDependency ParsingMulti-Task Learning