rjrequina / cebuano-pos-tagger Goto Github PK

View Code? Open in Web Editor NEW

Rule-Based Cebuano POS Tagger using Constraint-Based Grammar

License: GNU Lesser General Public License v3.0

Python 25.23% Jupyter Notebook 74.77%

cebuano-pos-tagger's Introduction

Cebuano POS Tagger

A Rule-Based Cebuano POS Tagger Using Constraint-Based Grammar

POS Tagset
ADJ
ADV
CONJ
DET
NOUN
NUM
OTH
PART
SYM
VERB

Installation

pip install cebpostagger
Inside the project folder python setup.py install

Requirements

cebstemmer
cebdict

Functions

tag_sentence(text='')
- Accepts a Cebuano sentence and returns a list of tuples in (WORD, TAG) format Output: [(WORD1, TAG), (WORD2, TAG)]

How To Use

from cebpostagger.tagger import tag_sentence

tagged = tag_sentence('Ang bata naligo sa sapa.')
print(tagged)

[('Ang', 'DET'), ('bata', 'NOUN'), ('naligo', 'VERB'), ('sa', 'PART'), ('sapa', 'NOUN'), ('.', 'SYM')]

Evaluation

References

Alfred, R., Mujat, A., & Obit, J. H. (2013). A Ruled-Based Part of Speech (RPOS) Tagger for Malay Text Articles. In A. Selamat, N. T. Nguyen, & H. Haron (Eds.), Intelligent Information and Database Systems (Vol. 7803, pp. 50–59). Berlin, Heidelberg: Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-36543-0_6
Eckhard, B. (2006). A Constraint Grammar-Based Parser for Spanish. In TIL 2006 - 4th Workshop on Information and Human Language Technology. Ribeirão Preto. Retrieved from https://visl.sdu.dk/pdf/TIL2006.pdf
Karlsson, F. (1990). Constraint grammar as a framework for parsing running text (Vol.
3, pp. 168–173). Association for Computational Linguistics.
https://doi.org/10.3115/991146.991176
Lindberg, N., & Einoborg, M. (1998). Induction of Constraint Grammar-rules using
Progol. In International Conference on Inductive Logic Programming (Vol. 1446, pp. 116–124). Springer, Berlin, Heidelberg. Retrieved from https://link.springer.com/chapter/10.1007/BFb0027315
Petrov, S., Dipanjan, D., & McDonald, R. (2012). A Universal Part-of-Speech Tagset. In LREC. Retrieved from http://www.petrovi.de/data/lrec.pdf
Tanangkinsing, M. (2009). A Functional Reference Grammar of Cebuano (Dissertation). National Taiwan University, Taiwan.

Recommend Projects