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20232026
most citedSemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection

1 citations · 3 across the 31 of their papers we have counts for

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Showing 2025 · cs.CLShow all

14 papers · 2 filters

cs.CL2025

Swivuriso: The South African Next Voices Multilingual Speech Dataset

Vukosi Marivate, Kayode Olaleye, Sitwala Mundia +19

This paper introduces Swivuriso, a 3000-hour multilingual speech dataset developed as part of the African Next Voices project, to support the development and benchmarking of automa…

cs.CL2025

Automatic Speech Recognition (ASR) for African Low-Resource Languages: A Systematic Literature Review

Sukairaj Hafiz Imam, Tadesse Destaw Belay, Kedir Yassin Husse +7

ASR has achieved remarkable global progress, yet African low-resource languages remain rigorously underrepresented, producing barriers to digital inclusion across the continent wit…

cs.CL2025

The Rise of AfricaNLP: A Survey of Contributions, Contributors, Community Impact, and Bibliometric Analysis

Tadesse Destaw Belay, Kedir Yassin Hussen, Sukairaj Hafiz Imam +11

Natural Language Processing (NLP) is undergoing constant transformation, as Large Language Models (LLMs) are driving daily breakthroughs in research and practice. In this regard, t…

cs.CL2025

Automatic Speech Recognition for African Low-Resource Languages: Challenges and Future Directions

Sukairaj Hafiz Imam, Babangida Sani, Dawit Ketema Gete +6

Automatic Speech Recognition (ASR) technologies have transformed human-computer interaction; however, low-resource languages in Africa remain significantly underrepresented in both…

cs.CL2025

POLAR: A Benchmark for Multilingual, Multicultural, and Multi-Event Online Polarization

Usman Naseem, Robert Geislinger, Juan Ren +40

Online polarization poses a growing challenge for democratic discourse, yet most computational social science research remains monolingual, culturally narrow, or event-specific. We…

cs.CL2025

HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing

Shamsuddeen Hassan Muhammad, Ibrahim Said Ahmad, Idris Abdulmumin +9

Hausa Natural Language Processing (NLP) has gained increasing attention in recent years, yet remains understudied as a low-resource language despite having over 120 million first-l…

cs.CL2025★ 1 cited

SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection

Shamsuddeen Hassan Muhammad, Nedjma Ousidhoum, Idris Abdulmumin +18

We present our shared task on text-based emotion detection, covering more than 30 languages from seven distinct language families. These languages are predominantly low-resource an…

cs.CL2025

HausaNLP at SemEval-2025 Task 2: Entity-Aware Fine-tuning vs. Prompt Engineering in Entity-Aware Machine Translation

Abdulhamid Abubakar, Hamidatu Abdulkadir, Ibrahim Rabiu Abdullahi +9

This paper presents our findings for SemEval 2025 Task 2, a shared task on entity-aware machine translation (EA-MT). The goal of this task is to develop translation models that can…

cs.CL2025

HausaNLP at SemEval-2025 Task 3: Towards a Fine-Grained Model-Aware Hallucination Detection

Maryam Bala, Amina Imam Abubakar, Abdulhamid Abubakar +6

This paper presents our findings of the Multilingual Shared Task on Hallucinations and Related Observable Overgeneration Mistakes, MU-SHROOM, which focuses on identifying hallucina…

cs.CL2025★ 1 cited

Exploring Cultural Nuances in Emotion Perception Across 15 African Languages

Ibrahim Said Ahmad, Shiran Dudy, Tadesse Destaw Belay +4

Understanding how emotions are expressed across languages is vital for building culturally-aware and inclusive NLP systems. However, emotion expression in African languages is unde…

cs.CL2025

Who Wrote This? Identifying Machine vs Human-Generated Text in Hausa

Babangida Sani, Aakansha Soy, Sukairaj Hafiz Imam +5

The advancement of large language models (LLMs) has allowed them to be proficient in various tasks, including content generation. However, their unregulated usage can lead to malic…

cs.CL2025

AfroXLMR-Social: Adapting Pre-trained Language Models for African Languages Social Media Text

Tadesse Destaw Belay, Israel Abebe Azime, Ibrahim Said Ahmad +5

Language models built from various sources are the foundation of today's NLP progress. However, for many low-resource languages, the diversity of domains is often limited, more bia…

cs.CL2025

BRIGHTER: BRIdging the Gap in Human-Annotated Textual Emotion Recognition Datasets for 28 Languages

Shamsuddeen Hassan Muhammad, Nedjma Ousidhoum, Idris Abdulmumin +45

People worldwide use language in subtle and complex ways to express emotions. Although emotion recognition--an umbrella term for several NLP tasks--impacts various applications wit…

cs.CL2025

AfriHate: A Multilingual Collection of Hate Speech and Abusive Language Datasets for African Languages

Shamsuddeen Hassan Muhammad, Idris Abdulmumin, Abinew Ali Ayele +24

Hate speech and abusive language are global phenomena that need socio-cultural background knowledge to be understood, identified, and moderated. However, in many regions of the Glo…