Author

F. Zohra

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#software testing Book Open access Oct 2026

Leveraging Large Language Models for Automated Discriminatory Test Generation

This work developed an LLM-assisted automated discriminatory test generation approach for identifying discriminatory behavior in ML model outcomes using GPT-4o Mini and Claude Sonnet 4 model and shows that LLM-assisted approach achieves higher success rates in identifying discriminatory behavior compared to existing st...

Sadia Afrin Mim, F. Zohra, Brittany Johnson · 0 citations

Open access Jul 2026

Comparative genome-wide analysis of CAD (Cinnamyl Alcohol Dehydrogenase) gene family in Medicago truncatula and Lotus japonicus and their expression profiles in response to various abiotic abiotic stresses

These genes may serve as promising candidates for improving abiotic stress tolerance and provide molecular insights into their functional roles for future crop improvement programs and experimental validation.

M. Khatun, F. Zohra, Pollob Shing et al. · PLoS ONE · 0 citations