Part of Speech Tagging for a Resource Poor Language : Sindhi in Devanagari Script using HMM and CRF

2021-12-01 · ICON 2021 12 · Bharti Nathani, Nisheeth Joshi

Part of speech tagging is a pre-processing step of various NLP applications. Mainly it is used in Machine Translation. This research proposes two POS taggers, i.e., an HMM-based and CRF based tagger. To develop this tagger, the corpus of manually annotated 30,000 sentences has been prepared with the help of language experts. In this paper, we have developed POS taggers for Sindhi Language (in Devanagari Script), a resource poor language, using HMM (Hidden Markov Model) and Conditional Random Field (CRF).Evaluation results demonstrated the accuracies of 76.60714% and 88.79% in the HMM, and CRF, respectively.

📄 PDF Abstract BibTeX

Code (0)

등록된 구현이 없습니다.

Tasks

Machine Translation Part-Of-Speech TaggingPOSTranslation

Zero Resource Cross-Lingual Part Of Speech Tagging

2024-01-11 · Sahil Chopra

Part of speech tagging in zero-resource settings can be an effective approach for low-resource languages when no labeled training data is available. Existing systems use two main techniques for POS tagging i.e. pretraine…

Part-Of-Speech Tagging POS POS Tagging Transfer Learning

Automatic Part-of-Speech Tagging of Arabic-English Dictionary Senses through WordNet

2026-06-23 · Diaa M. Fayed, Aly A. Fahmy, Mohsen A. Rashwan, Wafaa K. Fayed arxiv

This paper proposed an algorithm for part-of-speech (POS) tagging senses of a bilingual dictionary. The algorithm is applied on the Al-Mawrid Arabic-English dictionary. The tagging task is accomplished by transferring th…

Part-Of-Speech Tagging POS Tagging

Token and Type Constraints for Cross-Lingual Part-of-Speech Tagging

2013-01-01 · TACL 2013 1 · Oscar T{\"a}ckstr{\"o}m, Dipanjan Das, Slav Petrov, Ryan Mcdonald 외

We consider the construction of part-of-speech taggers for resource-poor languages. Recently, manually constructed tag dictionaries from Wiktionary and dictionaries projected via bitext have been used as type constraints…

Machine Translation Named Entity Recognition (NER)Part-Of-Speech Tagging Semantic Parsing+2

Data Augmentation via Dependency Tree Morphing for Low-Resource Languages

2019-03-22 · EMNLP 2018 10 · Gözde Gül Şahin, Mark Steedman

Neural NLP systems achieve high scores in the presence of sizable training dataset. Lack of such datasets leads to poor system performances in the case low-resource languages. We present two simple text augmentation tech…

Data Augmentation Part-Of-Speech Tagging Text Augmentation

Part-of-speech tagging for Nagamese Language using CRF

2025-09-16 · Alovi N Shohe, Chonglio Khiamungam, Teisovi Angami arxiv

This paper investigates part-of-speech tagging, an important task in Natural Language Processing (NLP) for the Nagamese language. The Nagamese language, a.k.a. Naga Pidgin, is an Assamese-lexified Creole language develop…

Part-Of-Speech Tagging