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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 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

Sentiment analysis is essential in many real-world applications such as stance detection, review analysis, recommendation system, and so on. Sentiment analysis becomes more difficult when the data is noisy and collected from social media.…

Computation and Language · Computer Science 2018-03-20 Braja Gopal Patra , Dipankar Das , Amitava Das

Code-switching entails mixing multiple languages. It is an increasingly occurring phenomenon in social media texts. Usually, code-mixed texts are written in a single script, even though the languages involved have different scripts.…

Computation and Language · Computer Science 2025-11-24 Niraj Pahari , Kazutaka Shimada

The aim of the CASE 2021 Shared Task 1 (H\"urriyeto\u{g}lu et al., 2021) was to detect and classify socio-political and crisis event information at document, sentence, cross-sentence, and token levels in a multilingual setting, with each of…

Computation and Language · Computer Science 2021-11-01 Vivek Kalyan , Paul Tan , Shaun Tan , Martin Andrews

In this paper, we introduce the Eval4NLP-2021shared task on explainable quality estimation. Given a source-translation pair, this shared task requires not only to provide a sentence-level score indicating the overall quality of the…

Computation and Language · Computer Science 2021-10-12 Marina Fomicheva , Piyawat Lertvittayakumjorn , Wei Zhao , Steffen Eger , Yang Gao

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

One of the things that need to change when it comes to machine translation is the models' ability to translate code-switching content, especially with the rise of social media and user-generated content. In this paper, we are proposing a…

Computation and Language · Computer Science 2023-09-12 Mohamed Anwar

Code-Switching (CSW) is a common phenomenon that occurs in multilingual geographic or social contexts, which raises challenging problems for natural language processing tools. We focus here on Machine Translation (MT) of CSW texts, where we…

Computation and Language · Computer Science 2021-05-12 Jitao Xu , François Yvon

Code-mixed machine translation has become an important task in multilingual communities and extending the task of machine translation to code mixed data has become a common task for these languages. In the shared tasks of WMT 2022, we try…

Computation and Language · Computer Science 2022-10-25 Akshat Gahoi , Jayant Duneja , Anshul Padhi , Shivam Mangale , Saransh Rajput , Tanvi Kamble , Dipti Misra Sharma , Vasudeva Varma

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

This paper presents the findings from the third edition of the Chat Translation Shared Task. As with previous editions, the task involved translating bilingual customer support conversations, specifically focusing on the impact of…

Computation and Language · Computer Science 2024-10-16 Wafaa Mohammed , Sweta Agrawal , M. Amin Farajian , Vera Cabarrão , Bryan Eikema , Ana C. Farinha , José G. C. de Souza

Recent trends in NLP research have raised an interest in linguistic code-switching (CS); modern approaches have been proposed to solve a wide range of NLP tasks on multiple language pairs. Unfortunately, these proposed methods are hardly…

Computation and Language · Computer Science 2020-05-12 Gustavo Aguilar , Sudipta Kar , Thamar Solorio

This paper describes Facebook AI's submission to WMT20 shared news translation task. We focus on the low resource setting and participate in two language pairs, Tamil <-> English and Inuktitut <-> English, where there are limited…

Computation and Language · Computer Science 2020-11-18 Peng-Jen Chen , Ann Lee , Changhan Wang , Naman Goyal , Angela Fan , Mary Williamson , Jiatao Gu

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

Linguistic Code-switching (CS) is still an understudied phenomenon in natural language processing. The NLP community has mostly focused on monolingual and multi-lingual scenarios, but little attention has been given to CS in particular.…

Computation and Language · Computer Science 2020-05-05 Gustavo Aguilar , Thamar Solorio

This paper describes the Stevens Institute of Technology's submission for the WMT 2022 Shared Task: Code-mixed Machine Translation (MixMT). The task consisted of two subtasks, subtask $1$ Hindi/English to Hinglish and subtask $2$ Hinglish…

Computation and Language · Computer Science 2022-11-18 Abdul Rafae Khan , Hrishikesh Kanade , Girish Amar Budhrani , Preet Jhanglani , Jia Xu

We describe models focused at the understudied problem of translating between monolingual and code-mixed language pairs. More specifically, we offer a wide range of models that convert monolingual English text into Hinglish (code-mixed…

Computation and Language · Computer Science 2021-05-20 Ganesh Jawahar , El Moatez Billah Nagoudi , Muhammad Abdul-Mageed , Laks V. S. Lakshmanan

The University of Edinburgh participated in the WMT22 shared task on code-mixed translation. This consists of two subtasks: i) generating code-mixed Hindi/English (Hinglish) text generation from parallel Hindi and English sentences and ii)…

Computation and Language · Computer Science 2022-10-21 Faheem Kirefu , Vivek Iyer , Pinzhen Chen , Laurie Burchell

In today's interconnected and multilingual world, code-mixing of languages on social media is a common occurrence. While many Natural Language Processing (NLP) tasks like sentiment analysis are mature and well designed for monolingual text,…

Computation and Language · Computer Science 2020-09-01 Laksh Advani , Clement Lu , Suraj Maharjan
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