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Exponential growths of social media and micro-blogging sites not only provide platforms for empowering freedom of expressions and individual voices but also enables people to express anti-social behaviour like online harassment,…

计算与语言 · 计算机科学 2020-04-21 Md. Rezaul Karim , Bharathi Raja Chakravarthi , John P. McCrae , Michael Cochez

Most languages of the world pose low-resource challenges to natural language processing models. With multilingual training, knowledge can be shared among languages. However, not all languages positively influence each other and it is an…

机器学习 · 计算机科学 2023-10-25 Mingyang Wang , Heike Adel , Lukas Lange , Jannik Strötgen , Hinrich Schütze

The rapid expansion of the digital world has propelled sentiment analysis into a critical tool across diverse sectors such as marketing, politics, customer service, and healthcare. While there have been significant advancements in sentiment…

计算与语言 · 计算机科学 2024-04-08 Md. Arid Hasan , Shudipta Das , Afiyat Anjum , Firoj Alam , Anika Anjum , Avijit Sarker , Sheak Rashed Haider Noori

Nigeria is the most populous country in Africa with a population of more than 200 million people. More than 500 languages are spoken in Nigeria and it is one of the most linguistically diverse countries in the world. Despite this, natural…

With the emergence of Web 2.0 technology and the expansion of on-line social networks, current Internet users have the ability to add their reviews, ratings and opinions on social media and on commercial and news web sites. Sentiment…

计算与语言 · 计算机科学 2018-09-18 Mo'ath Alrefai , Hossam Faris , Ibrahim Aljarah

We introduce a generic, language-independent method to collect a large percentage of offensive and hate tweets regardless of their topics or genres. We harness the extralinguistic information embedded in the emojis to collect a large number…

计算与语言 · 计算机科学 2022-05-20 Hamdy Mubarak , Sabit Hassan , Shammur Absar Chowdhury

Recently, sentiment analysis has received a lot of attention due to the interest in mining opinions of social media users. Sentiment analysis consists in determining the polarity of a given text, i.e., its degree of positiveness or…

Sentiment analysis can aid in understanding people's opinions and emotions on social issues. In multilingual communities sentiment analysis systems can be used to quickly identify social challenges in social media posts, enabling government…

计算与语言 · 计算机科学 2025-11-24 Koena Ronny Mabokela , Tim Schlippe , Matthias Wölfel

Models are increasing in size and complexity in the hunt for SOTA. But what if those 2\% increase in performance does not make a difference in a production use case? Maybe benefits from a smaller, faster model outweigh those slight…

计算与语言 · 计算机科学 2022-04-12 Krzysztof Rajda , Łukasz Augustyniak , Piotr Gramacki , Marcin Gruza , Szymon Woźniak , Tomasz Kajdanowicz

People communicate in more than 7,000 languages around the world, with around 780 languages spoken in India alone. Despite this linguistic diversity, research on Sentiment Analysis has predominantly focused on English text data, resulting…

计算与语言 · 计算机科学 2024-09-04 Aekansh Kathunia , Mohammad Kaif , Nalin Arora , N Narotam

Language models are ubiquitous in current NLP, and their multilingual capacity has recently attracted considerable attention. However, current analyses have almost exclusively focused on (multilingual variants of) standard benchmarks, and…

计算与语言 · 计算机科学 2022-05-12 Francesco Barbieri , Luis Espinosa Anke , Jose Camacho-Collados

Sentiment analysis, the automated process of determining emotions or opinions expressed in text, has seen extensive exploration in the field of natural language processing. However, one aspect that has remained underrepresented is the…

计算与语言 · 计算机科学 2024-09-16 Mouad Jbel , Mourad Jabrane , Imad Hafidi , Abdulmutallib Metrane

The prevalence of digital media and evolving sociopolitical dynamics have significantly amplified the dissemination of hateful content. Existing studies mainly focus on classifying texts into binary categories, often overlooking the…

计算与语言 · 计算机科学 2024-04-19 Abinew Ali Ayele , Esubalew Alemneh Jalew , Adem Chanie Ali , Seid Muhie Yimam , Chris Biemann

Sentiment analysis aims to extract people's emotions and opinion from their comments on the web. It widely used in businesses to detect sentiment in social data, gauge brand reputation, and understand customers. Most of articles in this…

计算与语言 · 计算机科学 2022-12-13 Ali Nazarizadeh , Touraj Banirostam , Minoo Sayyadpour

African languages are severely under-represented in NLP research due to lack of datasets covering several NLP tasks. While there are individual language specific datasets that are being expanded to different tasks, only a handful of NLP…

Variation in language is ubiquitous, particularly in newer forms of writing such as social media. Fortunately, variation is not random, it is often linked to social properties of the author. In this paper, we show how to exploit social…

计算与语言 · 计算机科学 2017-08-29 Yi Yang , Jacob Eisenstein

Sentiment analysis for regional dialects of Bangla remains an underexplored area due to linguistic diversity and limited annotated data. This paper introduces ANUBHUTI, a comprehensive dataset consisting of 10,000 sentences manually…

计算与语言 · 计算机科学 2026-01-21 Swastika Kundu , Autoshi Ibrahim , Mithila Rahman , Tanvir Ahmed

Bangla is a language spoken by approximately 240 million native speakers and around 300 million people worldwide. Despite being the 5th largest spoken language in the world, Bangla is still a "low-resource" language, and existing pretrained…

计算与语言 · 计算机科学 2025-10-08 Abdullah Khan Zehady , Shubhashis Roy Dipta , Naymul Islam , Safi Al Mamun , Santu Karmaker

Despite the widespread adoption of Large language models (LLMs), their remarkable capabilities remain limited to a few high-resource languages. Additionally, many low-resource languages (\eg African languages) are often evaluated only on…

Motivated by the sparsity of NLP resources for Eastern European languages, we present a broad index of existing Eastern European language resources (90+ datasets and 45+ models) published as a github repository open for updates from the…