Papers by Md. Arid Hasan

4 papers
AraDiCE: Benchmarks for Dialectal and Cultural Capabilities in LLMs (2025.coling-main)

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Challenge: a recent study has found that Arabic is underrepresented in Large Language Models, especially in dialectal variations.
Approach: They propose a benchmark for Arabic Dialect and Cultural Evaluation that evaluates Arabic dialect comprehension and generation.
Outcome: The proposed model outperforms multilingual models on dialect comprehension and generation, but significant challenges persist in dialect identification, generation, and translation.
NativQA: Multilingual Culturally-Aligned Natural Query for LLMs (2025.findings-acl)

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Challenge: Existing frameworks for QA datasets lack regional specificity and cultural specificity.
Approach: They propose a framework to quench native language QA datasets in native languages for LLM evaluation and tuning.
Outcome: The proposed framework is scalable, language-independent and can be used to build culturally and regionally aligned QA datasets in native languages.
Zero- and Few-Shot Prompting with LLMs: A Comparative Study with Fine-tuned Models for Bangla Sentiment Analysis (2024.lrec-main)

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Challenge: Recent performance of Large Language Models (LLMs) in low-resource languages is under-researched due to resource constraints.
Approach: They present a manually annotated dataset encompassing 33,606 Bangla tweets and Facebook comments.
Outcome: The proposed model outperforms other models even in zero and few-shot scenarios.
ArMeme: Propagandistic Content in Arabic Memes (2024.emnlp-main)

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Challenge: a lack of media literacy is a major factor contributing to the spread of misleading information on social media.
Approach: They analyze a dataset of 6K Arabic memes with manual annotations . they propose to develop computational tools for their detection .
Outcome: The proposed dataset is a first resource for Arabic multimodal research.

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