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This paper summarizes the main findings of the ADoBo 2021 shared task, proposed in the context of IberLef 2021. In this task, we invited participants to detect lexical borrowings (coming mostly from English) in Spanish newswire texts. This…

Computation and Language · Computer Science 2021-11-01 Elena Álvarez Mellado , Luis Espinosa Anke , Julio Gonzalo Arroyo , Constantine Lignos , Jordi Porta Zamorano

In the last few years, microblogging platforms such as Twitter have given rise to a deluge of textual data that can be used for the analysis of informal communication between millions of individuals. In this work, we propose an…

Computation and Language · Computer Science 2021-11-17 Gonzalo Donoso , David Sanchez

Analysis of informative contents and sentiments of social users has been attempted quite intensively in the recent past. Most of the systems are usable only for monolingual data and fails or gives poor results when used on data with…

Computation and Language · Computer Science 2018-03-13 Soumil Mandal , Sainik Kumar Mahata , Dipankar Das

In the recent years, transformer-based models have lead to significant advances in language modelling for natural language processing. However, they require a vast amount of data to be (pre-)trained and there is a lack of corpora in…

Computation and Language · Computer Science 2022-07-04 Asier Gutiérrez-Fandiño , David Pérez-Fernández , Jordi Armengol-Estapé , David Griol , Zoraida Callejas

Having a quality annotated corpus is essential especially for applied research. Despite the recent focus of Web science community on researching about cyberbullying, the community dose not still have standard benchmarks. In this paper, we…

Computation and Language · Computer Science 2018-05-25 Mohammadreza Rezvan , Saeedeh Shekarpour , Lakshika Balasuriya , Krishnaprasad Thirunarayan , Valerie Shalin , Amit Sheth

This paper maps the large-scale variation of the Spanish language by employing a corpus based on geographically tagged Twitter messages. Lexical dialects are extracted from an analysis of variants of tens of concepts. The resulting maps…

Machine Learning · Statistics 2017-02-07 Bruno Gonçalves , David Sánchez

This study explores the transfer learning capabilities of the TrOCR architecture to Spanish. TrOCR is a transformer-based Optical Character Recognition (OCR) model renowned for its state-of-the-art performance in English benchmarks.…

Artificial Intelligence · Computer Science 2024-07-10 Filipe Lauar , Valentin Laurent

Speakers of non-English languages often adopt loanwords from English to express new or unusual concepts. While these loanwords may be borrowed unchanged, speakers may also integrate the words to fit the constraints of their native language,…

Computation and Language · Computer Science 2021-01-19 Ian Stewart , Diyi Yang , Jacob Eisenstein

The growing popularity and applications of sentiment analysis of social media posts has naturally led to sentiment analysis of posts written in multiple languages, a practice known as code-switching. While recent research into code-switched…

Computation and Language · Computer Science 2020-09-08 Frances Adriana Laureano De Leon , Florimond Guéniat , Harish Tayyar Madabushi

The appearance of complex attention-based language models such as BERT, Roberta or GPT-3 has allowed to address highly complex tasks in a plethora of scenarios. However, when applied to specific domains, these models encounter considerable…

Computation and Language · Computer Science 2022-06-14 Javier Huertas-Tato , Alejandro Martin , David Camacho

Code-switching is a prevalent linguistic phenomenon in which multilingual individuals seamlessly alternate between languages. Despite its widespread use online and recent research trends in this area, research in code-switching presents…

Computation and Language · Computer Science 2024-05-08 Frances A. Laureano De Leon , Harish Tayyar Madabushi , Mark Lee

In contrast to many decades of research on oral code-switching, the study of written multilingual productions has only recently enjoyed a surge of interest. Many open questions remain regarding the sociolinguistic underpinnings of written…

Computation and Language · Computer Science 2019-09-02 Ella Rabinovich , Masih Sultani , Suzanne Stevenson

Language identification for code-switching (CS), the phenomenon of alternating between two or more languages in conversations, has traditionally been approached under the assumption of a single language per token. However, if at least one…

Computation and Language · Computer Science 2019-04-04 Manuel Mager , Özlem Çetinoğlu , Katharina Kann

In multilingual colloquial settings, it is a habitual occurrence to compose expressions of text or speech containing tokens or phrases of different languages, a phenomenon popularly known as code-switching or code-mixing (CMX). We present…

Computation and Language · Computer Science 2022-11-01 Lekan Raheem , Maab Elrashid

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

Code switching (CS) refers to the phenomenon of interchangeably using words and phrases from different languages. CS can pose significant accuracy challenges to NLP, due to the often monolingual nature of the underlying systems. In this…

Computation and Language · Computer Science 2022-04-12 Orion Weller , Matthias Sperber , Telmo Pires , Hendra Setiawan , Christian Gollan , Dominic Telaar , Matthias Paulik

Code-switching refers to the usage of two languages within a sentence or discourse. It is a global phenomenon among multilingual communities and has emerged as an independent area of research. With the increasing demand for the…

Computation and Language · Computer Science 2018-10-02 Ganji Sreeram , Kunal Dhawan , Rohit Sinha

English is the international standard of social research, but scholars are increasingly conscious of their responsibility to meet the need for scholarly insight into communication processes globally. This tension is as true in computational…

Computation and Language · Computer Science 2023-01-23 Edward W. Chew , William D. Weisman , Jingying Huang , Seth Frey

In countries that speak multiple main languages, mixing up different languages within a conversation is commonly called code-switching. Previous works addressing this challenge mainly focused on word-level aspects such as word embeddings.…

Computation and Language · Computer Science 2019-09-19 Genta Indra Winata , Zhaojiang Lin , Jamin Shin , Zihan Liu , Pascale Fung

Twitter is perhaps the social media more amenable for research. It requires only a few steps to obtain information, and there are plenty of libraries that can help in this regard. Nonetheless, knowing whether a particular event is expressed…

Computation and Language · Computer Science 2021-11-25 Mario Graff , Daniela Moctezuma , Sabino Miranda-Jiménez , Eric S. Tellez