Search Results for author: Sanath Jayasena

Found 8 papers, 1 papers with code

BERTifying Sinhala - A Comprehensive Analysis of Pre-trained Language Models for Sinhala Text Classification

1 code implementation LREC 2022 Vinura Dhananjaya, Piyumal Demotte, Surangika Ranathunga, Sanath Jayasena

We test on a set of different Sinhala text classification tasks and our analysis shows that out of the pre-trained multilingual models that include Sinhala (XLM-R, LaBSE, and LASER), XLM-R is the best model by far for Sinhala text classification.

text-classification Text Classification +1

BERTifying Sinhala -- A Comprehensive Analysis of Pre-trained Language Models for Sinhala Text Classification

no code implementations16 Aug 2022 Vinura Dhananjaya, Piyumal Demotte, Surangika Ranathunga, Sanath Jayasena

We test on a set of different Sinhala text classification tasks and our analysis shows that out of the pre-trained multilingual models that include Sinhala (XLM-R, LaBSE, and LASER), XLM-R is the best model by far for Sinhala text classification.

text-classification Text Classification +1

Effect of Pressure for Compositionality on Language Emergence

no code implementations29 Sep 2021 Mihira Kasun Vithanage, Rukshan Darshana Wijesinghe, Alex Xavier, Dumindu Tissera, Sanath Jayasena, Subha Fernando

In this paper, we present a learning environment where agents are pressured to make their emerging languages compositional by incorporating a metric of topological similarity into the loss function.

Comprehensive Part-Of-Speech Tag Set and SVM based POS Tagger for Sinhala

no code implementations WS 2016 Fern, S o, areka, Surangika Ranathunga, Sanath Jayasena, Gihan Dias

This paper presents a new comprehensive multi-level Part-Of-Speech tag set and a Support Vector Machine based Part-Of-Speech tagger for the Sinhala language.

POS TAG

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