03 Jul 2026

DSFSI and the AI4D African Languages Lab at ACL 2026

The Data Science for Social Impact (DSFSI) research lab is excited to share our contributions to the 2026 Annual Meeting of the Association for Computational Linguistics (ACL) in San Diego. This year, our team is driving critical conversations around African NLP, multimodal evaluation, and community-driven AI benchmarks.

The Data Science for Social Impact (DSFSI) research lab is excited to share our contributions to the 2026 Annual Meeting of the Association for Computational Linguistics (ACL) in San Diego. This year, our team is driving critical conversations around African NLP, multimodal evaluation, and community-driven AI benchmarks.

Here are the papers from the lab being presented this week:

1. CommonLID: Re-evaluating State-of-the-Art Language Identification Performance on Web Data

  • Track: Main
  • Summary: Language identification is the bedrock of multilingual AI, but performance often drops outside of controlled datasets. This paper re-evaluates top-performing language identification models using real-world web data, exposing critical vulnerabilities and providing a clearer picture of their true reliability in the wild.
  • Link: https://aclanthology.org/2026.acl-long.1527/

2. Afri-MCQA: Multimodal Cultural Question Answering for African Languages

  • Track: Main
  • Summary: Standard question-answering datasets often lack cultural depth. Afri-MCQA introduces a novel multimodal benchmark that requires AI systems to leverage both visual and textual inputs to answer context-rich, culturally specific questions across multiple African languages.
  • Link: https://aclanthology.org/2026.acl-long.1869/

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

  • Track: Findings
  • Summary: Online polarization looks different depending on the cultural and linguistic context. The POLAR benchmark provides researchers with a robust tool to measure and analyze digital polarization across diverse events, languages, and global perspectives.
  • Link: https://aclanthology.org/2026.findings-acl.1433/

Workshops and Community Benchmarks

Dr. Abdulmumin will be talking at the Beyond Alignment: Transdisciplinary Conversations on Human-AI Futures (BATCH) Workshop. His talk, titled “Perspectives on Alignment from Low-Resource Languages,” unpacks the unique hurdles and necessary solutions for aligning AI systems in contexts where linguistic data is scarce.

To continue fostering community-led innovation, Dr. Abdulmumin has also co-organised two shared tasks for SemEval-2026:

Meet the AI4D African Languages Lab Team

Dr. Modupe is on the ground in San Diego representing the AI4D African Languages lab, an initiative hosted at DSFSI dedicated to creating digital innovations that contribute to Africa’s digital transformation. The project focuses on foundational language models, responsible AI, and high-impact NLP applications tailored for African linguistic contexts.

Dr. Modupe is happy to meet those interested in our project, share insights on our ongoing capacity-building efforts, and discuss how we can work together to bridge the digital divide.

Let’s Connect in San Diego! We want to hear from you. If you are attending ACL 2026, please reach out to Dr. Abdulmumin and Dr. Modupe after their sessions or via our team contact page to schedule a meetup.

Stay connected with our work: