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Agha Ali Raza

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#artificial intelligence Preprint Aug 2026

Pak3H: Evaluating the Cost of Cultural Mismatch in LLM Alignment with a Human-Contextualized Urdu Benchmark

This work introduces Pak3H1, the first human-validated, culturally contextualized Urdu benchmark suite for 3H alignment, comprising PakAlpaca (helpfulness), PakBeaverTails (harmlessness), and PakTruthfulQA (honesty), and underscores the necessity of human-guided localization for equitable multilingual evaluation.

Abdullah Hashmat, Usman Naseem, Agha Ali Raza · 0 citations

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