Skip to content ![[2406.16030] Zero-Shot Cross-Lingual NER Using Phonemic Representations for Low-Resource Languages](https://i0.wp.com/arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png?w=1200&resize=1200,700&ssl=1 "[2406.16030] Zero-Shot Cross-Lingual NER Using Phonemic Representations for Low-Resource Languages"){kind=logo}
View a PDF of the paper titled Zero-Shot Cross-Lingual NER Utilizing Phonemic Representations for Low-Useful resource Languages, by Jimin Sohn and 5 different authors
Summary:Present zero-shot cross-lingual NER approaches require substantial prior information of the goal language, which is impractical for low-resource languages. On this paper, we suggest a novel strategy to NER utilizing phonemic illustration based mostly on the Worldwide Phonetic Alphabet (IPA) to bridge the hole between representations of various languages. Our experiments present that our technique considerably outperforms baseline fashions in extraordinarily low-resource languages, with the best common F1 rating (46.38%) and lowest customary deviation (12.67), notably demonstrating its robustness with non-Latin scripts. Our codes can be found at this https URL
Submission historical past
From: Jimin Sohn Ms. [view email]
[v1]
Solar, 23 Jun 2024 06:38:56 UTC (231 KB)
[v2]
Tue, 22 Oct 2024 01:31:31 UTC (240 KB)
Source link
#ZeroShot #CrossLingual #NER #Phonemic #Representations #LowResource #Languages
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