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Identifying whether a word carries the same meaning or different meaning in two contexts is an important research area in natural language processing which plays a significant role in many applications such as question answering, document…

Computation and Language · Computer Science 2021-04-13 Hansi Hettiarachchi , Tharindu Ranasinghe

Although over 100 languages are supported by strong off-the-shelf machine translation systems, only a subset of them possess large annotated corpora for named entity recognition. Motivated by this fact, we leverage machine translation to…

Computation and Language · Computer Science 2019-09-16 Alankar Jain , Bhargavi Paranjape , Zachary C. Lipton

In recent years, there has been increased interest in building predictive models that harness natural language processing and machine learning techniques to detect emotions from various text sources, including social media posts,…

Computation and Language · Computer Science 2022-12-20 Sourabh Zanwar , Daniel Wiechmann , Yu Qiao , Elma Kerz

In recent years, sentiment analysis has gained significant importance in natural language processing. However, most existing models and datasets for sentiment analysis are developed for high-resource languages, such as English and Chinese,…

Computation and Language · Computer Science 2023-09-19 Daniil Homskiy , Narek Maloyan

Figures of speech help people express abstract concepts and evoke stronger emotions than literal expressions, thereby making texts more creative and engaging. Due to its pervasive and fundamental character, figurative language understanding…

Computation and Language · Computer Science 2023-06-02 Huiyuan Lai , Antonio Toral , Malvina Nissim

A significant challenge in automating hate speech detection on social media is distinguishing hate speech from regular and offensive language. These identify an essential category of content that web filters seek to remove. Only automated…

Computation and Language · Computer Science 2024-11-12 Faria Naznin , Md Touhidur Rahman , Shahran Rahman Alve

Information extraction is an important task in NLP, enabling the automatic extraction of data for relational database filling. Historically, research and data was produced for English text, followed in subsequent years by datasets in…

Computation and Language · Computer Science 2019-12-13 Taesun Moon , Parul Awasthy , Jian Ni , Radu Florian

The representation of sentences is a very important task. It can be used as a way to exchange data inter-applications. One main characteristic, that a notation must have, is a minimal size and a representative form. This can reduce the…

Computation and Language · Computer Science 2018-01-12 Abdelkrime Aries , Djamel Eddine Zegour , Walid Khaled Hidouci

For multilingual factual knowledge assessment of LLMs, benchmarks such as MLAMA use template translations that do not take into account the grammatical and semantic information of the named entities inserted in the sentence. This leads to…

Computation and Language · Computer Science 2025-10-20 Kirill Semenov , Rico Sennrich

In this paper, we present various systems submitted by our team problemConquero for SemEval-2020 Shared Task 12 Multilingual Offensive Language Identification in Social Media. We participated in all the three sub-tasks of OffensEval-2020,…

Computation and Language · Computer Science 2020-07-23 Karishma Laud , Jagriti Singh , Randeep Kumar Sahu , Ashutosh Modi

The Parallel Meaning Bank is a corpus of translations annotated with shared, formal meaning representations comprising over 11 million words divided over four languages (English, German, Italian, and Dutch). Our approach is based on…

Computation and Language · Computer Science 2017-02-15 Lasha Abzianidze , Johannes Bjerva , Kilian Evang , Hessel Haagsma , Rik van Noord , Pierre Ludmann , Duc-Duy Nguyen , Johan Bos

We extract a large-scale stance detection dataset from comments written by candidates of elections in Switzerland. The dataset consists of German, French and Italian text, allowing for a cross-lingual evaluation of stance detection. It…

Computation and Language · Computer Science 2020-06-11 Jannis Vamvas , Rico Sennrich

Transformer-based language models have achieved remarkable success in few-shot in-context learning and drawn a lot of research interest. However, these models' performance greatly depends on the choice of the example prompts and also has…

Computation and Language · Computer Science 2023-06-21 Genta Indra Winata , Liang-Kang Huang , Soumya Vadlamannati , Yash Chandarana

We describe the University of Alberta systems for the SemEval-2022 Task 2 on multilingual idiomaticity detection. Working under the assumption that idiomatic expressions are noncompositional, our first method integrates information on the…

Computation and Language · Computer Science 2022-05-30 Bradley Hauer , Seeratpal Jaura , Talgat Omarov , Grzegorz Kondrak

Our interpretation of value concepts is shaped by our sociocultural background and lived experiences, and is thus subjective. Recognizing individual value interpretations is important for developing AI systems that can align with diverse…

Computation and Language · Computer Science 2025-10-03 Adina Nicola Dobrinoiu , Ana Cristiana Marcu , Amir Homayounirad , Luciano Cavalcante Siebert , Enrico Liscio

Choosing an appropriate tokenization scheme is often a bottleneck in low-resource cross-lingual transfer. To understand the downstream implications of text representation choices, we perform a comparative analysis on language models having…

Computation and Language · Computer Science 2023-10-13 Md Mushfiqur Rahman , Fardin Ahsan Sakib , Fahim Faisal , Antonios Anastasopoulos

Language and vision-language models have shown impressive performance across a wide range of tasks, but their internal mechanisms remain only partly understood. In this work, we study how individual attention heads in text-generative models…

Computer Vision and Pattern Recognition · Computer Science 2026-01-15 Lorenzo Basile , Valentino Maiorca , Diego Doimo , Francesco Locatello , Alberto Cazzaniga

This work is part of a large research project entitled "Or\'eodule" aimed at developing tools for automatic speech recognition, translation, and synthesis for Arabic language. Our attention has mainly been focused on an attempt to improve…

Computation and Language · Computer Science 2016-10-11 Mourad Mars , Mounir Zrigui , Mohamed Belgacem , Anis Zouaghi

Offensive language is pervasive in social media. Individuals frequently take advantage of the perceived anonymity of computer-mediated communication, using this to engage in behavior that many of them would not consider in real life. The…

Computation and Language · Computer Science 2021-04-13 Nikhil Oswal

Despite impressive advancements in multilingual corpora collection and model training, developing large-scale deployments of multilingual models still presents a significant challenge. This is particularly true for language tasks that are…

Computation and Language · Computer Science 2023-06-14 Łukasz Augustyniak , Szymon Woźniak , Marcin Gruza , Piotr Gramacki , Krzysztof Rajda , Mikołaj Morzy , Tomasz Kajdanowicz
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