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Ayoub Nainia

A Transformer-Based Nlp Pipeline for Enhanced Extraction of Botanical Information using Camembert on French Literature
2024 · Ayoub Nainia, R´egine Vignes-Lebbe, et al. · 5
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FloraNER: A new dataset for species and morphological terms named entity recognition in French botanical text
2024 · Ayoub Nainia, Régine Vignes-Lebbe, et al. · Data in Brief · 3
F-LoRA-QA: Finetuning LLaMA Models with Low-Rank Adaptation for French Botanical Question Generation and Answering
2025 · Institut de Systématique, Evolution, Biodiversité (ISYEB), Sorbonne Université, Paris, France, Ayoub Nainia, et al. · International conference Recent advances in natural language processing · 1
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Beyond BLEU: Ethical Risks of Misleading Evaluation in Domain-Specific QA with LLMs
2025 · Institut de Systématique, Evolution, Biodiversité (ISYEB), Sorbonne Université, Paris, France, Ayoub Nainia, et al. · 1
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TRUMEDIQA: A Modular Trustworthy RAG Pipeline for Multilingual Medical Question Answering
2026 · Meryem El Fatimi, Ayoub Nainia, et al. · Language Resources and Evaluation Conference (LREC)
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Role-Adapted Clinical Report Generation for Ultrasound Measurements in Low-Resource Settings
2026 · Ayoub Nainia, Tanya Akumu, et al. · Language Resources and Evaluation Conference (LREC)
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Fine-Tuning Language Models for Structured Botanical Trait Extraction and Species Comparison
2026 · Ayoub Nainia, Régine Vignes Lebbe, et al. · Biodiversity Information Science and Standards
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Works count: 10
Citation count: 11
H-index: 2
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