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arXiv

Alif: Advancing Urdu Large Language Models via

Oct 10, 2025The rapid advancement of LLMs (Zhao et al.,2024) has revolutionized naturallanguageprocessing (NLP) across multiplelanguagesand applications. However, a significant disparity persists between high-resourcelanguages, such as English, and low-resourcelanguages, such asUrdu. These disparities create technological barriers for billions of speakers of underrepresentedlanguages, limiting ...

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Web

A hybrid dependency-based approach for Urdu sentiment analysis

Identifying thisresearchgap, thispaperpresents a framework for concept-level sentiment analysis, aiming to enhance the accuracy of sentiment analysis (SA). A comprehensiveUrdulanguage dataset was constructed by collecting data from YouTube, consisting of various talks and reviews on topics such as movies, politics, and commercial products.

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ACL

PDFCrossing Language Boundaries: Evaluation of Large Language Models on ...

Abstract This study evaluates the question-answering capabilities of Large Language Models (LLMs) inUrdu, addressing a critical gap in low-resource language processing. Four models GPT-4, mBERT, XLM-R, and mT5 are assessed across monolingual, cross-lingual, and mixed-language settings using the UQuAD1.0 and SQuAD2.0 datasets. Results reveal significant performance gaps between English and ...

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