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This paper addresses the problem of sentiment analysis for Jopara, a code-switching language between Guarani and Spanish. We first collect a corpus of Guarani-dominant tweets and discuss on the difficulties of finding quality data for even…

Computation and Language · Computer Science 2021-05-12 Marvin M. Agüero-Torales , David Vilares , Antonio G. López-Herrera

We present an overview of the second shared task on language identification in code-switched data. For the shared task, we had code-switched data from two different language pairs: Modern Standard Arabic-Dialectal Arabic (MSA-DA) and…

Computation and Language · Computer Science 2019-10-01 Giovanni Molina , Fahad AlGhamdi , Mahmoud Ghoneim , Abdelati Hawwari , Nicolas Rey-Villamizar , Mona Diab , Thamar Solorio

Code-switching is a phenomenon in which two or more languages are used in the same message. Nowadays, it is quite common to find messages with languages mixed in social media. This phenomenon presents a challenge for sentiment analysis. In…

Computation and Language · Computer Science 2020-09-09 Jason Angel , Segun Taofeek Aroyehun , Antonio Tamayo , Alexander Gelbukh

This paper describes the solutions submitted by the UPB team to the AuTexTification shared task, featured as part of IberLEF-2023. Our team participated in the first subtask, identifying text documents produced by large language models…

Computation and Language · Computer Science 2023-08-04 Andrei-Alexandru Preda , Dumitru-Clementin Cercel , Traian Rebedea , Costin-Gabriel Chiru

Code-switching is the use of more than one language in the same conversation or utterance. Recently, multilingual contextual embedding models, trained on multiple monolingual corpora, have shown promising results on cross-lingual and…

Computation and Language · Computer Science 2020-05-15 Simran Khanuja , Sandipan Dandapat , Anirudh Srinivasan , Sunayana Sitaram , Monojit Choudhury

This paper presents the overview of the AuTexTification shared task as part of the IberLEF 2023 Workshop in Iberian Languages Evaluation Forum, within the framework of the SEPLN 2023 conference. AuTexTification consists of two subtasks: for…

Computation and Language · Computer Science 2024-01-10 Areg Mikael Sarvazyan , José Ángel González , Marc Franco-Salvador , Francisco Rangel , Berta Chulvi , Paolo Rosso

This article presents the experiments and results obtained by the GRESEL team in the IberLEF 2025 shared task PastReader: Transcribing Texts from the Past. Three types of experiments were conducted with the dual aim of participating in the…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Yanco Amor Torterolo-Orta , Jaione Macicior-Mitxelena , Marina Miguez-Lamanuzzi , Ana García-Serrano

Most people are multilingual, and most multilinguals code-switch, yet the characteristics of code-switched language are not fully understood. We developed a chatbot capable of completing a Map Task with human participants using…

Computation and Language · Computer Science 2025-08-12 Dean Geckt , Melinda Fricke , Shuly Wintner

Code-switching (CS) remains a significant challenge in Natural Language Processing (NLP), mainly due a lack of relevant data. In the context of the contact between the Basque and Spanish languages in the north of the Iberian Peninsula, CS…

Computation and Language · Computer Science 2025-02-06 Maite Heredia , Jeremy Barnes , Aitor Soroa

In the third shared task of the Computational Approaches to Linguistic Code-Switching (CALCS) workshop, we focus on Named Entity Recognition (NER) on code-switched social-media data. We divide the shared task into two competitions based on…

Computation and Language · Computer Science 2019-06-11 Gustavo Aguilar , Fahad AlGhamdi , Victor Soto , Mona Diab , Julia Hirschberg , Thamar Solorio

We present the first shared task on semantic change discovery and detection in Spanish and create the first dataset of Spanish words manually annotated for semantic change using the DURel framework (Schlechtweg et al., 2018). The task is…

Computation and Language · Computer Science 2022-05-16 Frank D. Zamora-Reina , Felipe Bravo-Marquez , Dominik Schlechtweg

To date, efforts in the code-switching literature have focused for the most part on language identification, POS, NER, and syntactic parsing. In this paper, we address machine translation for code-switched social media data. We create a…

Computation and Language · Computer Science 2022-02-22 Shuguang Chen , Gustavo Aguilar , Anirudh Srinivasan , Mona Diab , Thamar Solorio

Code-switching is the phenomenon by which bilingual speakers switch between multiple languages during communication. The importance of developing language technologies for codeswitching data is immense, given the large populations that…

Computation and Language · Computer Science 2017-03-27 Victor Soto , Julia Hirschberg

Code switching is a linguistic phenomenon that may occur within a multilingual setting where speakers share more than one language. With the increasing communication between groups with different languages, this phenomenon is more and more…

Computation and Language · Computer Science 2020-09-10 Jiaxiang Liu , Xuyi Chen , Shikun Feng , Shuohuan Wang , Xuan Ouyang , Yu Sun , Zhengjie Huang , Weiyue Su

Sentiment Analysis is a well-studied field of Natural Language Processing. However, the rapid growth of social media and noisy content within them poses significant challenges in addressing this problem with well-established methods and…

Computation and Language · Computer Science 2020-07-28 Soroush Javdan , Taha Shangipour ataei , Behrouz Minaei-Bidgoli

Code-switching (CS), the alternating use of two or more languages, challenges automatic speech recognition (ASR) due to scarce training data and linguistic similarities. The lack of dedicated CS datasets limits ASR performance, as most…

Computation and Language · Computer Science 2025-07-21 Carlos Mena , Pol Serra , Jacobo Romero , Abir Messaoudi , Jose Giraldo , Carme Armentano-Oller , Rodolfo Zevallos , Ivan Meza , Javier Hernando

Code-switching, or switching between languages, occurs for many reasons and has important linguistic, sociological, and cultural implications. Multilingual speakers code-switch for a variety of purposes, such as expressing emotions,…

Computation and Language · Computer Science 2022-12-19 Ritu Belani , Jeffrey Flanigan

Sentiment analysis is a process widely used in opinion mining campaigns conducted today. This phenomenon presents applications in a variety of fields, especially in collecting information related to the attitude or satisfaction of users…

Computation and Language · Computer Science 2020-09-08 George-Eduard Zaharia , George-Alexandru Vlad , Dumitru-Clementin Cercel , Traian Rebedea , Costin-Gabriel Chiru

This paper reports the findings of the ICON 2023 on Gendered Abuse Detection in Indic Languages. The shared task deals with the detection of gendered abuse in online text. The shared task was conducted as a part of ICON 2023, based on a…

Computation and Language · Computer Science 2024-01-09 Aatman Vaidya , Arnav Arora , Aditya Joshi , Tarunima Prabhakar

This study presents an LLM-assisted annotation pipeline for the sociolinguistic and topical analysis of bilingual discourse in two typologically distinct contexts: Spanish-English and Spanish-Guaran\'i. Using large language models, we…

Computation and Language · Computer Science 2025-12-04 Nemika Tyagi , Nelvin Licona Guevara , Olga Kellert
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