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Author

Muhammad Shoaib

2 papers indexed here

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2026

Beyond Literal Meaning: How LLMs Interpret Yemeni Proverbs

Results show that instruction-tuned models like GPT-4o and Gemini 1.5 Pro outperform smaller models in both automatic and human evaluations, and LLM-as-a-Judge evaluation correlates strongly with human assessment.

Nasser Thmer, Ali Allaith, Muhammad Shoaib · 0 citations
Open access Aug 2026

RST-Enhanced Depression Detection: A Feature-Fusion Ensemble Framework

It is suggested that combining rhetorical structure with lexical evidence improves depression detection from social media text, while noting that social-media labels do not substitute for clinical diagnosis.

Sahar Ajmal, Muhammad Shoaib, Faiza Iqbal et al. · 0 citations

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