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Cultural Benchmarking of LLMs in MSA and Arabic Dialectal Dialogue

ArabCulture-Dialogue is introduced, a culturally grounded conversational dataset covering 13 Arabic-speaking countries, in both MSA and each country’s respective dialect, spanning 12 daily-life topics and 54 fine-grained subtopics, to address the performance gap between MSA and Arabic dialects.

M. Dehan, Aldry Kautsar, SaeedAlmheiri et al. · 0 citations
Review Open access Aug 2026

A Lightweight DistilBERT-Attention Model for Aspect-Based Sentiment Analysis

The main contribution of the proposed model is therefore not absolute superiority over large transformer models, but an improved balance between accuracy, interpretability, and computational efficiency for resource-constrained ABSA applications.

Mohammad Abu Kausar, M. Nasar, Sallam O. F. Khairy et al. · 0 citations

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