Naijasenti: A nigerian twitter sentiment corpus for multilingual sentiment analysis

SH Muhammad, DI Adelani, S Ruder, IS Ahmad… - arXiv preprint arXiv …, 2022 - arxiv.org
Sentiment analysis is one of the most widely studied applications in NLP, but most work
focuses on languages with large amounts of data. We introduce the first large-scale human …

Sentiment Analysis in Low-Resource Settings: A Comprehensive Review of Approaches, Languages, and Data Sources

A Yusuf, A Sarlan, KU Danyaro, ASBA Rahman… - IEEE …, 2024 - ieeexplore.ieee.org
The field of low-resource sentiment analysis has seen significant developments in recent
years. This research review SLR evaluates the approaches and data sources utilized in low …

Hausa visual genome: A dataset for multi-modal English to Hausa machine translation

I Abdulmumin, SR Dash, MA Dawud, S Parida… - arXiv preprint arXiv …, 2022 - arxiv.org
Multi-modal Machine Translation (MMT) enables the use of visual information to enhance
the quality of translations. The visual information can serve as a valuable piece of context …

Fine-tuning Multilingual Transformers for Hausa-English Sentiment Analysis

A Yusuf, A Sarlan, KU Danyaro… - … Technology in Asia …, 2023 - ieeexplore.ieee.org
Accurate sentiment analysis is greatly hindered by the code-switching phenomena,
especially in the setting low resource language such as the Hausa. However, the majority of …

Ubc-dlnlp at semeval-2023 task 12: Impact of transfer learning on african sentiment analysis

G Bhatia, I Adebara, AR Elmadany… - arXiv preprint arXiv …, 2023 - arxiv.org
We describe our contribution to the SemEVAl 2023 AfriSenti-SemEval shared task, where
we tackle the task of sentiment analysis in 14 different African languages. We develop both …

Detection of Offensive and Threatening Online Content in a Low Resource Language

FM Adam, AY Zandam, I Inuwa-Dutse - arXiv preprint arXiv:2311.10541, 2023 - arxiv.org
Hausa is a major Chadic language, spoken by over 100 million people in Africa. However,
from a computational linguistic perspective, it is considered a low-resource language, with …

A Deep Convolutional Neural Network-based Model for Aspect and Polarity Classification in Hausa Movie Reviews

U Ibrahim, AY Zandam, FM Adam, A Musa - arXiv preprint arXiv …, 2024 - arxiv.org
Aspect-based Sentiment Analysis (ABSA) is crucial for understanding sentiment nuances in
text, especially across diverse languages and cultures. This paper introduces a novel Deep …

[PDF][PDF] Comparative Analysis of Transformer Models for Sentiment Analysis in Low-Resource Languages.

Y Aliyu, A Sarlan, KU Danyaro… - International Journal of …, 2024 - saiconference.com
The analysis of sentiments expressed on social media platforms is a crucial tool for
understanding user opinions and preferences. The large amount of the texts found on social …

HausaNLP at SemEval-2023 Task 12: Leveraging African Low Resource TweetData for Sentiment Analysis

SS Abdullahi, FI Lawan, AM Wali, AA Imam… - 4th Workshop on …, 2023 - openreview.net
We present the findings of SemEval-2023 Task 12, a shared task on sentiment analysis for
low-resource African languages using Twitter dataset. The task featured three subtasks; …

Enhancing Sentiment Analysis in Amharic: Leveraging Transformer-Based Language Model for Low-Resource African Languages

N Raychawdhary, A Das, S Bhattacharya… - SoutheastCon …, 2024 - ieeexplore.ieee.org
One of the most extensively researched applications in natural language processing (NLP)
is sentiment analysis. While the majority of the study focuses on high-resource languages …