DeepAI AI Chat
Log In Sign Up

AsPOS: Assamese Part of Speech Tagger using Deep Learning Approach

12/14/2022
by   Dhrubajyoti Pathak, et al.
0

Part of Speech (POS) tagging is crucial to Natural Language Processing (NLP). It is a well-studied topic in several resource-rich languages. However, the development of computational linguistic resources is still in its infancy despite the existence of numerous languages that are historically and literary rich. Assamese, an Indian scheduled language, spoken by more than 25 million people, falls under this category. In this paper, we present a Deep Learning (DL)-based POS tagger for Assamese. The development process is divided into two stages. In the first phase, several pre-trained word embeddings are employed to train several tagging models. This allows us to evaluate the performance of the word embeddings in the POS tagging task. The top-performing model from the first phase is employed to annotate another set of new sentences. In the second phase, the model is trained further using the fresh dataset. Finally, we attain a tagging accuracy of 86.52 further study on DL-based Assamese POS tagging.

READ FULL TEXT

page 1

page 2

page 3

page 4

05/24/2017

Joint PoS Tagging and Stemming for Agglutinative Languages

The number of word forms in agglutinative languages is theoretically inf...
06/07/2019

Word Embeddings for the Armenian Language: Intrinsic and Extrinsic Evaluation

In this work, we intrinsically and extrinsically evaluate and compare ex...
05/19/2020

On the Choice of Auxiliary Languages for Improved Sequence Tagging

Recent work showed that embeddings from related languages can improve th...
02/23/2023

Deep learning model for Mongolian Citizens Feedback Analysis using Word Vector Embeddings

A large amount of feedback was collected over the years. Many feedback a...
03/31/2021

Joint Khmer Word Segmentation and Part-of-Speech Tagging Using Deep Learning

Khmer text is written from left to right with optional space. Space is n...
04/03/2022

A Part-of-Speech Tagger for Yiddish: First Steps in Tagging the Yiddish Book Center Corpus

We describe the construction and evaluation of a part-of-speech tagger f...
03/12/2022

A combined approach to the analysis of speech conversations in a contact center domain

The ever more accurate search for deep analysis in customer data is a re...