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Despite achieving impressive results on standard benchmarks, large foundational models still struggle against code-switching test cases. When data scarcity cannot be used as the usual justification for poor performance, the reason may lie…

Computation and Language · Computer Science 2025-10-22 Enes Yavuz Ugan , Ngoc-Quan Pham , Alexander Waibel

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

In this paper, we propose efficient and less resource-intensive strategies for parsing of code-mixed data. These strategies are not constrained by in-domain annotations, rather they leverage pre-existing monolingual annotated resources for…

Computation and Language · Computer Science 2017-04-03 Irshad Ahmad Bhat , Riyaz Ahmad Bhat , Manish Shrivastava , Dipti Misra Sharma

The rapid expansion in the usage of social media networking sites leads to a huge amount of unprocessed user generated data which can be used for text mining. Author profiling is the problem of automatically determining profiling aspects…

Computation and Language · Computer Science 2018-06-15 Ankush Khandelwal , Sahil Swami , Syed Sarfaraz Akhtar , Manish Shrivastava

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-mixing involves the seamless integration of linguistic elements from multiple languages within a single discourse, reflecting natural multilingual communication patterns. Despite its prominence in informal interactions such as social…

Computation and Language · Computer Science 2025-06-17 Svetlana Churina , Akshat Gupta , Insyirah Mujtahid , Kokil Jaidka

Social media platforms have grown into an important medium to spread information about an event published by the traditional media, such as news articles. Grouping such diverse sources of information that discuss the same topic in varied…

Computation and Language · Computer Science 2017-10-26 Aditya Mogadala , Dominik Jung , Achim Rettinger

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

Since BERT appeared, Transformer language models and transfer learning have become state-of-the-art for Natural Language Understanding tasks. Recently, some works geared towards pre-training specially-crafted models for particular domains,…

Computation and Language · Computer Science 2022-05-05 Juan Manuel Pérez , Damián A. Furman , Laura Alonso Alemany , Franco Luque

The tremendous amount of user generated data through social networking sites led to the gaining popularity of automatic text classification in the field of computational linguistics over the past decade. Within this domain, one problem that…

Computation and Language · Computer Science 2018-06-15 Ankush Khandelwal , Sahil Swami , Syed S. Akhtar , Manish Shrivastava

Spanish is one of the most spoken languages in the globe, but not necessarily Spanish is written and spoken in the same way in different countries. Understanding local language variations can help to improve model performances on regional…

Computation and Language · Computer Science 2022-12-13 Eric S. Tellez , Daniela Moctezuma , Sabino Miranda , Mario Graff , Guillermo Ruiz

Code-switching (CS), i.e. mixing different languages in a single sentence, is a common phenomenon in communication and can be challenging in many Natural Language Processing (NLP) settings. Previous studies on CS speech have shown promising…

Computation and Language · Computer Science 2023-10-24 Belen Alastruey , Matthias Sperber , Christian Gollan , Dominic Telaar , Tim Ng , Aashish Agarwal

Tweets are specific text data when compared to general text. Although sentiment analysis over tweets has become very popular in the last decade for English, it is still difficult to find huge annotated corpora for non-English languages. The…

Computation and Language · Computer Science 2020-10-08 Valentin Barriere , Alexandra Balahur

This paper describes how we train BERT models to carry over a coding system developed on the paragraphs of a Hungarian literary journal to another. The aim of the coding system is to track trends in the perception of literary translation…

Computation and Language · Computer Science 2024-03-27 Dalma Galambos , Pál Zsámboki

The Cambridge Analytica scandal triggered a conversation on Twitter about data practices and their implications. Our research proposes to leverage this conversation to extend the understanding of how information privacy is framed by users…

Information Retrieval · Computer Science 2019-12-09 Felipe González , Andrea Figueroa , Claudia López , Cecilia Aragón

The first edition of the IberLEF 2021 shared task on automatic detection of borrowings (ADoBo) focused on detecting lexical borrowings that appeared in the Spanish press and that have recently been imported into the Spanish language. In…

Computation and Language · Computer Science 2021-09-20 Javier de la Rosa

Code-switching is a commonly observed communicative phenomenon denoting a shift from one language to another within the same speech exchange. The analysis of code-switched data often becomes an assiduous task, owing to the limited…

Computation and Language · Computer Science 2020-11-04 Tanvi Dadu , Kartikey Pant

As the interaction over the web has increased, incidents of aggression and related events like trolling, cyberbullying, flaming, hate speech, etc. too have increased manifold across the globe. While most of these behaviour like bullying or…

Computation and Language · Computer Science 2018-03-28 Ritesh Kumar , Aishwarya N. Reganti , Akshit Bhatia , Tushar Maheshwari

In applications involving conversational speech, data sparsity is a limiting factor in building a better language model. We propose a simple, language-independent method to quickly harvest large amounts of data from Twitter to supplement a…

Computation and Language · Computer Science 2015-04-13 Aaron Jaech , Mari Ostendorf

The rapid production of data on the internet and the need to understand how users are feeling from a business and research perspective has prompted the creation of numerous automatic monolingual sentiment detection systems. More recently…

Computation and Language · Computer Science 2021-02-26 Nazanin Sabri , Ali Edalat , Behnam Bahrak